{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.rcParams.update({\n",
    "    'figure.figsize': (7.5, 7.5),\n",
    "    'axes.spines.right': False,\n",
    "    'axes.spines.left': False,\n",
    "    'axes.spines.top': False,\n",
    "    'axes.spines.bottom': False})\n",
    "# Seed random number generator\n",
    "import random\n",
    "from numpy import random as nprand\n",
    "seed = hash(\"Network Science in Python\") % 2**32\n",
    "nprand.seed(seed)\n",
    "random.seed(seed)\n",
    "\n",
    "import networkx as nx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "[0,\n 1,\n 2,\n 3,\n 4,\n 5,\n 6,\n 7,\n 8,\n 9,\n 10,\n 11,\n 12,\n 13,\n 14,\n 15,\n 16,\n 17,\n 18,\n 19,\n 20,\n 21,\n 22,\n 23,\n 24,\n 25,\n 26,\n 27,\n 28,\n 29,\n 30,\n 31,\n 32,\n 33]"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 53
    },
    {
     "data": {
      "text/plain": "<Figure size 540x540 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = nx.karate_club_graph()\n",
    "karate_pos = nx.spring_layout(G,k=0.3)\n",
    "nx.draw_networkx(G,karate_pos)\n",
    "\n",
    "list(G.nodes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(G.edges)\n",
    "\n",
    "hyh = 0\n",
    "hyh in G "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mr_hi  = 0\n",
    "mr_hi in G"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G.has_node(mr_hi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "[1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 17, 19, 21, 31]"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 20
    }
   ],
   "source": [
    "list(G.neighbors(mr_hi))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "False"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 12
    }
   ],
   "source": [
    "john  = 33\n",
    "(mr_hi,john) in G.edges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "outputs": [
    {
     "data": {
      "text/plain": "{'club': 0}"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 54
    }
   ],
   "source": [
    "member_club = [\n",
    "    0, 0, 0, 0, 0, 0, 0, 0, 1, 1,\n",
    "    0, 0, 0, 0, 1, 1, 0, 0, 1, 0,\n",
    "    1, 0, 1, 1, 1, 1, 1, 1, 1, 1,\n",
    "    1, 1, 1, 1]\n",
    "for node_id in G.nodes:\n",
    "    G.nodes[node_id][\"club\"] = member_club[node_id]\n",
    "G.add_node(11, club=0)\n",
    "\n",
    "\n",
    "G.nodes[mr_hi]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "{'club': 1}"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 15
    }
   ],
   "source": [
    "G.nodes[john]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 540x540 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "node_color = [\n",
    "    '#1f78b4' if G.nodes[v][\"club\"] == 0\n",
    "    else '#33a02c' for v in G]\n",
    "nx.draw_networkx(G, karate_pos, label=True, node_color=node_color)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [],
   "source": [
    "# Iterate through all edges\n",
    "for v, w in G.edges:\n",
    "    # Compare `club` property of edge endpoints\n",
    "    # Set edge `internal` property to True if they match\n",
    "    if G.nodes[v][\"club\"] == G.nodes[w][\"club\"]: # 两个节点直接存在联系\n",
    "        G.edges[v, w][\"internal\"] = True\n",
    "    else:\n",
    "        G.edges[v, w][\"internal\"] = False\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [],
   "source": [
    "internal = [e for e in G.edges if G.edges[e][\"internal\"]] # 存在联系的数组\n",
    "external = [e for e in G.edges if not G.edges[e][\"internal\"]]\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.collections.LineCollection at 0x2380c5034e0>"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 19
    },
    {
     "data": {
      "text/plain": "<Figure size 540x540 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Draw nodes and node labels  多个线样式，需要绘制多次\n",
    "nx.draw_networkx_nodes(G, karate_pos, node_color=node_color)\n",
    "nx.draw_networkx_labels(G, karate_pos)\n",
    "# Draw internal edges as solid lines\n",
    "nx.draw_networkx_edges(G, karate_pos, edgelist=internal)\n",
    "# Draw external edges as dashed lines\n",
    "nx.draw_networkx_edges(G, karate_pos, edgelist=external, style=\"dashed\")# 虚线\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 增加边的权重"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [],
   "source": [
    "def tie_strength(G, v, w):\n",
    "    # Get neighbors of nodes v and w in G\n",
    "    v_neighbors = set(G.neighbors(v))\n",
    "    w_neighbors = set(G.neighbors(w))\n",
    "    # Return size of the set intersection\n",
    "    return 1 + len(v_neighbors & w_neighbors) # 交集大小"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% \n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "outputs": [],
   "source": [
    "# Calculate weight for each edge\n",
    "for v, w in G.edges: \n",
    "    G.edges[v, w][\"weight\"] = tie_strength(G, v, w)\n",
    "# Store weights in a list\n",
    "edge_weights = [G.edges[v, w][\"weight\"] for v, w in G.edges]\n",
    "edge_weights"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [],
   "source": [
    "# 将边权值传递给spring_layout()，将强连接节点推得更近\n",
    "weighted_pos = nx.spring_layout(G, pos=karate_pos, k=0.3, weight=\"weight\")\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.collections.LineCollection at 0x2380c5d1d68>"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 26
    },
    {
     "data": {
      "text/plain": "<Figure size 540x540 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Draw network with edge color determined by weight\n",
    "nx.draw_networkx(\n",
    "    G, weighted_pos, width=8, node_color=node_color,\n",
    "    edge_color=edge_weights, edge_vmin=0, edge_vmax=6, edge_cmap=plt.cm.Blues)\n",
    "# Draw solid/dashed lines on top of internal/external edges\n",
    "nx.draw_networkx_edges(G, weighted_pos, edgelist=internal, edge_color=\"gray\")\n",
    "nx.draw_networkx_edges(G, weighted_pos, edgelist=external, edge_color=\"gray\", style=\"dashed\")\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 有向图"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 540x540 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = nx.read_gexf(\"data/knecht2008/klas12b-net-1.gexf\",node_type=int)\n",
    "student_pos = nx.spring_layout(G, k=1.5)\n",
    "nx.draw_networkx(G, student_pos, arrowsize=20)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "outputs": [
    {
     "data": {
      "text/plain": "[10]"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 49
    }
   ],
   "source": [
    "list(G.neighbors(20))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "outputs": [
    {
     "data": {
      "text/plain": "[10]"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 47
    }
   ],
   "source": [
    "list(G.successors(20))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "outputs": [
    {
     "data": {
      "text/plain": "[5, 10]"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 48
    }
   ],
   "source": [
    "list(G.predecessors(20))\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 720x360 with 2 Axes>",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAAEeCAYAAACOg886AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOydeViU5frHPwMMAiKigoiIu4jmnvsCyCJuZZprmZoeNZef5tEsT2p5ysq0LDNzyRbNXFJxS2VTwCXchVxAUVRwYVNAEAZm+f3BmUlkgBkYGJbnc11e4vs+7/veMzjf+T7bfUtUKhUCgUAgEAgEVRkTYwcgEAgEAoFAUNYIwyMQCAQCgaDKIwyPQCAQCASCKo8wPAKBQCAQCKo8wvAIBAKBQCCo8gjDIxAIBAKBoMpjVsx5sWddIKh+SIwdgAERGiYQVC8K1S8xwiMQCAQCgaDKIwyPQCAQCASCKk9xU1oCQaEkZ8jYfSGeqEfppGfLsbEww7WBDaNebkQ96xrGDk8gEAgKRehX9UNSTGkJMf8tKEBEXCrfh8QQeiMJAJlcqTlnYWaCCvBobc9M95Z0dLY1UpSCUiDW8AiqLEK/qjyF6pcwPAK9+C38DssPR5EtV1DUfx2JBCzMTPlwsCvjezYtt/gEBkEYHkGVROhXtaBQ/RJTWgKdyROL62TlKottq1JBVq6C5YevAwjREAgERkXol0CM8Ah0IiIulbGbwkkI30fm38HkJN2hZht37IbO07TJunOZxwHrUaQnYd7QBbsh8zCrXR9LqSk7p/WkQyMxPFxJECM8giqF0K9qhdiWLigd34fEkC1XYGZdj9q9x2DdwSffecWzNJL8PsPWbTzO726nRoNWJO1fAUC2XMG6kBhjhC0QCARCvwSAMDwCHUjOkBF6IwmVCqxa98bKpRcmljb52jy78Rfmdo2p6doXiZk5tfu+QW5iLLkpcahUcDw6iZQMmZFegUAgqK4I/RKoEYZHUCy7L8QX2yY36S7S+s00/zYxt8DMtgE5SfeAvDHG3ReLv49AIBAYEqFfAjXC8AiKJepRer6tm9pQ5mZjUqNmvmMmNWqiyskCIFuuJOrh0zKLUSAQCLQh9EugRhgeQbGkZ8uLbWMitUApe5bvmDLnGRJzy+fuk2vw2AQCgaAohH4J1AjDIygWG4visxdI7ZuQmxir+bcyJxv5k0eY2zd+7j7SMolPIBAICkPol0CNMDyCYnFtYEMNs7z/KiqlApU8B5QKUClRyXNQKRVYufQiJ/kumVGnUMlzSDu1HWn9pkjrOefdRJ5DzPkQ/P39ycrKMuKrEQgE1QlD6JdKLuPCsQP88ssv3L9/35gvR1AKRB4eQbEkZ8jos+IYMrmS1BPbSDu1Pd/52n3GYdvvzefyWCRi7vi/PBa2DgBITWBUjUhOBB7m8uXL9OrVC19fXwYMGEC7du2QSKpS6pdKT1X6ZQgNq+YYQr/MTSXMbvyIk0FHCQ4OpmHDhgwYMIABAwbg5uaGpaWltkcLjIMoLSEoHdO2nifwekKR6dgLQyIB37YOrB/fFYC0tDSOHz+Ov78//v7+ZGdna8TDx8cHe3t7A0cv0BNheARVCkPql0Kh4Pz58wQEBBAQECA6cBUPYXgEpUOdqTQrV6H3tcVlKr116xb+/v4EBAQQEhJCixYtGDBgAL6+vvTu3Rtzc/PShi/Qj6qk1kLDBGWqX6IDV+EQhkdQen4Lv8Onh6+TrUMtGjWqXBnTu9vzn9H9dGqfm5tLeHg4AQEB+Pv7Ex0djZubm8YAtWrVSvSeyp6q9AYLDRMA+tXSUmMpNeHDwW30qqWlrQOnHv0RHbhyQRgegWEYs3gtZ3MbgalUp2rDQxrK2LJ0Kvv376dXr156Py8lJYWgoCCNATIzM9OYH09PT+rUqVOKVyMoBGF4BFWS8q6WLjpwRkEYHkHpOXfuHEOGDGG7/2n+uJqK/9/3MTU1Ra765/+XhZkJKqB/a3tmerSkQyNbjhw5woQJE9i1axf9+/cv8fNVKhXXr1/XiMfJkydp3769Rjy6deuGmVnxW1AFxVKVFFhomCAfkfGprAuJ4Xh0EhLykgqq0aZfhkR04MoFYXgEpSMrK4suXbqwdOlSxo0bh0KhwKFxC95f78eDZxLSs3OxsZDi6liLkV0aUc+6Rr7rjx8/zujRo9m6dSsDBw40SEzZ2dmcPHlSs3jw7t27eHp6aoaPmzZtapDnVEOE4RFUeVIyZOy+GE/Uw6fF6ldZIDpwZYYwPILS8e9//5v4+Hh27tyJRCLhwoULjB8/nuvXr+t8j9OnT/Paa6+xceNGXnvtNYPH+PDhQ4KCgvD39ycwMBBbW1vN4sH+/ftjbW1t8GdWUYThEQjKGdGBMxjC8AhKTmhoKOPGjSMyMhI7OzsAvvzyS+Li4vjuu+/0uteFCxcYMmQIq1evZty4cWURLgBKpZLIyEjN4sGzZ8/y8ssva8Sjc+fOmJiIvJuFIAyPQGBkCuvA+fr64uHhITpwhSMMj6BkPH36lA4dOvDdd98xdOhQzfEBAwYwc+bMEo3U/P333/j6+vLpp58yefJkQ4ZbKJmZmYSGhmqGj5OTk/Hx8dGMADVs2LBc4qgkCMMjEFQgRAdOL4ThEZSMadOmoVAo2Lx5s+aYTCbDzs6OuLg4bG1LtqgvOjoaHx8fFi5cyOzZsw0Vrs7cu3dPM3QcFBSEk5OTRjz69etX3TOnCsMjEFRg1B04tQESHbh8CMMj0J/Dhw8zc+ZMIiMjsbGx0RwPCQnh/fff58yZM6W6f2xsLF5eXsyYMYP33nuvtOGWmOczp/r7+xMREUHv3r01w8cvvfRSdds6WpVerNAwQZVHdODyIQyPQD8eP35Mhw4d2Lp1a4Gt5IsXL0apVPLZZ5+V+jnx8fF4eXnxxhtvsHTp0gphLNLS0jh27JjGAMlkMk3PydvbuzpkTjX+L8FwCA0TVCtEB04YHoGejBs3DgcHB7755psC53r16sWnn36Kl5eXQZ6VkJCAt7c3gwYNYsWKFRXuwxgTE6MRj5CQEFq1aqURj169elXFzKkV6xdQOoSGCao11bADJwyPQHd27drF0qVLuXTpUoGh0LS0NBo1akRSUhIWFhYGe2ZKSgq+vr707NmTNWvWVNgFeOrMqeq5c3XmVPXwcRXJnFrpX8BzCA0TCJ6jGnTghOER6MbDhw/p1KkTBw8epHv37gXOHzhwgDVr1hAUFGTwZ6elpTF48GBcXV3ZuHEjpqamBn+GoUlOTiY4OFgjIFKpNF/m1JIu6jYywvAIBNUAbR04d3d3zQhQJe3ACcMjKB6VSsUrr7xC586d+eSTT7S2mTt3Lg0aNGDRokVlEkNGRgavvvoqDRo04Ndff0UqlZbJc8oCdeZUtXicOnWKdu3aaUZ/yiNzanKGjN0X4ol6lE56thwbCzNcG9gw6mW9ssdWOoUrAqFhAoGOqDtwag0zRgfOABomDI+geDZv3szatWs5c+ZMocOa7dq14+eff6Zbt25lFkdWVhavv/46NWrUYMeOHdSoUfZp3suC5zOn+vv7ExcXly9zapMmTQz2rIi4VL4PiSH0RhIAMi31gTxa2zPTvSUdnYsVLWF4BIJqTnl34AyoYcLwCIrmzp07dOvWjWPHjtG+fXutbR49ekTbtm1JSkoq8+kmmUzGuHHjyMrKYs+ePVhZWZXp88oDbZlT1eJRmsypZVABWhgegUCQj7LswBlYw4ThERSOUqnE09OTQYMG8f777xfabtu2bezevRs/P79yiUsulzNx4kQePHjAgQMHqFWrVrk8tzxQKpVERERoxOPcuXN07dpVM3zcqVMnnRZu5wnFdbJylcW2VWMpNeHDwW1KJBiVEKFhAkEZ8PDhQwIDAzX5f+rUqVOiDlwZaJgwPILC+fbbb9m1axdhYWFFjtxMnjyZLl26lGtmZIVCwTvvvMPVq1c5fPhwZV0EXCwvZk5NSUnJlznV0dGxwDURcamM3RTOs6xsUgLWkX3nMsrsDMxsHanjPgHLFl0ByLpzmccB61GkJ2He0AW7IfOoZefIzmk96dBI6/spDI9AINCZwjpwagNUWAcuIi6V0T+Ecf/PtXrpl1nt+lhKTQvTMGF4BNqJioqib9++hIeH07Jly0LbqVQqmjRpQkBAAK6uruUYYd6H6d133+XUqVP4+/trCphWZe7evavpPQUHB+Pk5KQZ/enbty+WlpZM23qewOsJKGTZpJ/Zg3V7b0xr25N16zzJB1bScPJaJOYW3N8wlXqD5mDVsjupYb+RHX+VhhO/wretA+vHd9X2eGF4BAJBidG1Azdt63n8I+6SFq6ffjlO+AqJhMI0TBgeQUHkcjl9+vRh4sSJzJw5s8i2N2/exMPDg/j4eKNsU1SpVCxatIhDhw4RFBREgwYNyj0GY6HOnKoWj8jISLq7eRHbfjIKtE97Pdg8m9p9xqHMfkrm30E0eGsVAMqcbOLXvIHj299i7dCE0+97atv5IAyPQCAwGNo6cO6+Qzli3ge5lpksXfRLWs+ZGmYm2jSsUP2qmNndBOXCF198Qe3atZkxY0axbYODg/Hy8jJaTgaJRMLnn3/OmDFjcHNzIy4uzihxGANTU1N69OjB0qVLOXnyJHFxcbgOmoRKpX3OW5H5hNzH9zG3b0xu0l2k9ZtpzpmYW2Bm24CcpHtIgN0X48vpVQgEgupKkyZN+Ne//sWuXbtITExk06ZNPLRogjw3t0BbXfUL0FvDyjYpiKDCcunSJdasWcPFixd1MjHBwcG88sor5RBZ4UgkEpYsWYKVlRVubm4EBwfTvHlzo8ZkDGrXro2ZXWOU8Q8KnFMp5CQfWIV1ey+k9ZxR5mZjalU7XxuTGjVR5WSRLVcS9fBpeYUtEAgEmg5cozvmnL+cX8P00S9Abw0ThqcCYKBkcTojk8mYMGECX331FY0aNSq2vVKp5Pjx41rrahmD+fPnY2lpibu7O4GBgeW+pqgikJ4tL3BMpVKSfOgrMDWjrs87AJhILVDKnuVrp8x5hsTc8n/3KdjDEgj0obz1S1A1eFHDSqJfeffRXcOE4TEiRSdaesTqoBv6JIvTmaVLl9KqVSvGjx+vU/vLly9jZ2eHk5OTwWIoLTNnzsTKygpPT0+OHj1Khw4djB1SuWJjkf+jq1KpSDm8BkVmKvVHfYzENO+81L4JmX8Ha9opc7KRP3mEuX3j/92n8mSyFlQsjKVfgqrB8xpWUv3Ku4/uGibW8BiJ38LvMHZTOIHXE5DJlfnEAvKG6mRyJQHXEhi7KZzfwu8Y5LmnTp1iy5YtbNiwQef1OMHBwXh7exvk+YZk0qRJfP311/j4+HD+/Hljh1OuuDawoYbZPx/fx/7fk5sSR/2RSzGR/tOrtnLpRU7yXTKjTqGS55B2ajvS+k2R1nPGwswEV8eqk9tIUH4YS78EVYfnNawk+gXorWEVZpdWdRoW/Tksmnlz55Bx+1KBvAM5yfdIOfQ18icPATBv0JI6PtOp7di0uGRxxZKRkUGnTp1YtWoVr732ms7XDRw4kOnTpzN8+PASP7ss2b9/P1OnTsXPz48+ffoYO5xyITlDRp8Vx5DJlcjTErn/w2QwlSIx+SePUt2Bs7B+qf9zeSwSMXf8Xx4LW4fCdjiA2KVVIqqLhhlLvwRVC7WGZaY8KpF+AXrv0jK64TFwDaAKT0RcKqO/DyHh5C6teQdMLGqizM7EtHZ9UCl5evFPMiICaDhlbVGJlnRi5syZZGRksGXLFp2vkclk2NnZce/ePerUqVOi55YH/v7+jB8/np07d+Lp6WnscMoFdR6eoj/C2ikihwUIw6MX1UnDjKlfgqpHGWlYxdyWXh2HRb8PiSHHRIptvzcxs3VAIjHBqmV3zGo7IHsUg4mF9f+O5/3OJBITTW8pW65gXUhMiZ4bEBDAoUOHWLNmjV7XhYeH4+rqWqHNDoCvry+7d+9mzJgxHD582NjhlAuzPFpiYVaymmYWZqbM9Cg80aRAN6qbhhlLvwRVk/LWMKMZnn/qZxRdLAxApYKsXAXLD1+v1IKRnCEj9EZSgdf7fN4BNfdWj+HeyuE8DtyATa9RQN77cDw6iZQMmV7PffLkCVOmTGHz5s16l2aoqOt3tOHu7s7BgweZNGkSe/bsMXY4ZU5HZ1s+HOyKVKJf9yivDo2r6GmXkuqmYcbSL0HVRa1hllL9rEhJNcwohiciLpXlh6NICN/Pw1/e5e7K10g+tFpr29STv3P3i6Fk3blMVq6S5YejiIxPLeeIDcPuCwUTJL2Yd0BN43k7cZ63i7oD3sHcoYXmeEmSxc2dO5dXX30VHx8fvWNWJxysLPTs2ZOjR48ya9Ystm3bZuxwypw20hQyTmyhhqmE4tagSyRgKTUVaykMQERcKguWfcntTXN01i+gUmuYsfRLULUZ3zNvfZel1LTMNcwohuf7kBiy5QrMrOtRu/cYrDto/yLOffKQZ9GnMLWuqzlWmYdFox6l5xvy1pZ34HlMzC2w7jyIlENfo8jME0h9Ey35+fnx119/8eWXX+odb3p6OhEREZVuIXCXLl0IDg5m4cKFbNq0ydjhlBmJiYmMGDGCte+O4Y93euPbNm8hsoVZ/o+1hZkJNcxM8G3rwM5pPYXZMQDfh8SgtKqjt35B5dUwY+iXoHowvmdTdk7rWeYaVu55eJ4fFrVq3RsA2aMYFLnJBdo+DlxPHY9JpPj/oDn2/LBoZdv58HyipcLyDhRApUIll6F4moJpTdv/3Ue3REuJiYnMnDmTPXv2ULNmTb3jDQsLo0ePHlhaWhbfuILx0ksvERISgre3N1lZWcyZM8fYIRmU3NxcRo0axVtvvcXrr78OwPrxXUnJkLH7YjxRD5+Snp2LjYUUV8dajOxStXYKGRO1hlm56K9fUHk1rLz1S1C96NDItsw1rNwNj7ZhUW1kRp1EYmKGZYtuQH7BUA+LTndrofXaisrziZbUeQccxn6aL+9AVuwlTC1tkNZviipXRmrYVkwsrJHa/TNcrMjOQKVSFZlHR6VSMX36dCZOnEjv3r1LFG9lm856kVatWhEaGoqXlxfPnj3jgw8+MHZIBmP+/PlYW1uzbNmyfMfrWdeodJ+LyoYuGlaUfkHl1DBD6ZdIdikoirLUsHI3PC8Oi2pDmZNFauiv1B/zidbzlXVYNC/R0iMyUx6RcfkomEqJ/+4tzfm6A2chMZXyOHADiqfJSMzMMXdsRf3Ry5CYmQNgopITtn87DZaOxcvLCy8vL7y9vWnSpEm+Z23dupVbt26xY8eOEscbFBTEjz/+WOLrKwJNmzYlLCwMb29vnj17xrJly4xWANVQ/Pzzzxw9epSzZ89ialqyHQ6CklOchhWnX1A5NcwQ+iWSXQqMSbkbHm01gF4k9cQ2ar7kidS2QaFtHmdkGTKscmHky41YHXQDs9r1afLBoULb1XTtW+g5qdSc07u+IyPlQ4KDgwkKCuI///kPtWrVwtvbGy8vL1xcXFiwYAEBAQHUqFGyIcCEhATi4+N5+eWXS3R9RcLJyYnQ0FB8fHzIzMxk1apVldb0nD17lvfff5/Q0FC9d9wJDENxGqaLfuXdp3JN7RhCv1TAyC7F1+8TCMqCcjc8L9YA0kb23QgUT1N4eulPAJTP0kne9wU2PUdSu+dIAI4e9MNp6UhcXV1p3bp1vj+NGzeukD1fO+sauLvYlyrRUv/W9tSzrkE96yZMnjyZyZMno1KpuHLlCsHBwfzyyy/4+/tTv359fv/9dxISEujXrx9WVlZ6PevYsWO4u7tjZlY1yq3Vr1+f48ePM3DgQGbNmsXatWsxMalclVUePXrE66+/zqZNm2jTpo2xw6m2FKdhuuhX3n0q19SOIfVLIDAG5f5tph4WlcmVqJQKUP9RKVHJc8DEFIdxy0Gh0Fzz8Nd51PH6F5bN80YbLMxM+GDeNAY1nUV0dLTmz8GDB4mOjiYlJYWWLVvmM0FqY2RjY1PeLzkfszxacuJmMlm5iuIbv0BhiZYkEgnt27enffv2SKVSkpKSWLlyJSEhISxfvpyLFy/StWtXzQhQt27dijUyQUFBlXr9jjbq1q1LUFAQQ4YMYcqUKfz4448V0hhrIycnh5EjRzJlyhSGDRtm7HCqNWoNy87JLZF+QeWd2ikL/RIIyotyLy3xfA2g1BPbSDu1Pd/52n3GYdvvzXzH4tdNpt7gOVg27QQUWj9DQ0ZGBjdv3iQqKiqfIbpx4wa1atUqYIJat25N06ZNy+3L75+EZUWvZXqevERLReceuHnzJr169eLkyZO4urpqjmdkZHDixAmCgoIIDg7mzp07uLm54e3tjbe3N23atMk3xaNSqWjWrBmHDx+mbdu2JXqNFZnMzEyGDRuGnZ0dW7duRSqt+D3tmTNncv/+ffz8/MpjZKpyzvdpp8w0LOH41hLpFxSvYRWZstIvgcBAVKxaWmVYA6hIlEol9+/fz2eCoqOjiYqKIjExkRYtWhSYHmvdunWZlFXIE40osnMVRb7JEklez+jDwa5FioVCoaBfv36MGTOGuXPnFvnsxMREjh8/TlBQEEFBQchkMs0CaC8vL3JycujXrx/379+vtGtdiiM7O5uRI0diamrKzp07sbCwMHZIhbJp0ya+/vprzpw5U14jlFXpl16lNKyioNEvedFZpnXVL4HAgFQswxMRl8rYTeElGhY1VSnYPaMPnZvUM2hMz5494+bNm/lMkPpnKysrrdNjzZo1K9Ual8j4VGZ8t4+HJvUwNzMj+7mdH6YqBWZSKf1b2zPTo2WxKbS/+OILAgICCAoK0nsE4Pbt25rRn+DgYExNTbG1teXzzz+nf//+Fb6OVknJycnhzTffJC0tjX379um9zqk8+Ouvvxg2bBgnTpygdevW5fVYYXiKoTQaVlWKaEbGp7IuJIbj0UlIIJ9+qeQyLCwsddYvgcCAVCzDAyUbFrUwM8HmViB1H19jx44d5bJLRaVS8fDhwwImKDo6mgcPHtCsWbMC02OtW7emXr3iDZlKpcLFxYWNW37nRm5dTaKl7KdPuHjsECe3rNRpyDsyMhIvLy/Onz9fYHu6viiVSgYOHEidOnVIT0/n1KlTtG7dWjP91bt370qZiLAw5HI5kydP5u7duxw6dIhatSrOuooHDx7QvXt31q9fz9ChQ8vz0cLw6ICY2slDW6I4v1/Wsn35XHp1aW/s8ATVj4pneKBkw6JjuzZi/vz5+Pv7c/DgQVq1alWWIRZJVlYWMTExBabHoqOjkUqlWneQtWjRQrNm5MqVKwwdOpTY2Nh8U0c5OTnY2dlx584d6tatW9jjNW27d+/OnDlzmDx5cqlfk1KpxMHBgYsXL+Ls7ExOTg7h4eGaEaDIyEh69Oihyf/TpUuXSrPwtzCUSiUzZswgIiKCI0eOVIgRLZlMhoeHB0OGDGHx4sXl/XhheHRETO1oZ8qUKXTu3JnZs2cbOxRB9aNiGh4oelhUosjFvEYNrcOiGzduZMmSJWzbtq3CVfNWqVQkJCRonR6Lj4+nSZMmtG7dmsePH2NhYcHHH39M69atsbOz0xifgQMHMm3aNEaMGFHksxYvXkxERAQHDhwwyHqby5cvM2bMGKKjo7WeT09PJzQ0VJMD6MGDB3h4eGgMkIuLS6Vc96NSqZg3bx6hoaEEBARgb29v1FimTZvG48eP+eOPP4yxfb7y/QILx6gaZmFmggqq3dTO77//zh9//IGfn5+xQxFUPyqu4VHz4rColRnsWP8VEfs20rCe9oWaISEhjB07liVLljBr1qzyCrVUyGQybt26RVRUFLNnz6ZDhw6kpaURFRWFRCLRjAQlJiYCsGrVKlq0aKE1geCZM2cYNmwYly9fpkGDopOc6cqqVau4ffs269at06n9w4cPOXbsmMYAKZVKzfZ3Ly8vGjZsaJC4ygOVSsXixYvZt28fQUFBODo6GiWO9evX89133xEeHm6sKTZheEqAqGP2Dw8fPuSll14iKSmp0o8ACyodFd/waKN79+589dVX9OvXr9A2t2/f5pVXXsHd3Z1vv/22UmwxBoiNjaVHjx48fPgQU1NTVCoVSUlJmpGg0NBQ9u3bh6OjI/fu3aNRo0b5psiaNGnCrFmz+Oyzzxg9erTB4ho0aBBTp04tdmRJGyqVipiYGM3017Fjx3B0dNSM/ri7u1O7dm2DxVpWLF++nF9++YXg4GAaN25crs8+efIkr7/+OqdOnaJlS6PlLBGGR1Bq2rZty9atW6tEtnZBpaJyGp4FCxZQp04dPvzwwyLbpaen88Ybb/Ds2TP++OMPnRYMG5vVq1dz9erVQmtVKRQK7O3tuXLlCnZ2dty+fTvf9NjRo0dJSUnB0tJS6w6yli1b6r3VWp+1Q7qgUCi4fPmyZvt7eHg47dq10xigXr16lbj0RVnzzTff8M033xAcHEyLFuVT4DE+Pp7u3bvz008/MXDgwHJ5ZiEIwyMoNf/3f/+Hs7MzCxcuNHYogupF5TQ8Bw4c4Pvvv8ff37/YtgqFgkWLFrF3714OHjxY4VPvu7m58f777zNkyJBC24wYMYLXX3+dN9/Mn8js2LFjTJgwgcjISJRKZYG8QtHR0cTGxtKwYUOtO8gcHR21rrM5ceIE8+bN4/z58wZ/vZCX++b06dOa6a9r167Ru3dvjQHq1KlThSr3sGHDBj755BMCAwPL/P9TdnY2bm5ujBgxoiJUdReGR1Bq/Pz82LBhA0ePHjV2KILqReU0PI8fP6Zp06Y8fvxY53w3v/76K++99x6//vorgwYNKuMIS0ZCQgKtW7fm0aNHRY7CrF27lkuXLrF582bNsbS0NDp27MgPP/xQ5OvLzc0lNjZW6w6y7OxsrQkWd+7ciUKhYMWKFQZ9vYWRmppKSEiIxgAlJSXRv39/zRqgFi1aGH0B9JYtW3j//fc5evQoHTt2LJNnqFQqJk+eTGZmJjt37jT6a0YYHoEBUOt3cnIy5ubmxg5HUH2onIYHoEOHDmzevJlu3brpfM3p06cZOXIkCxYsYN68eRXhCyQfmzZtIjg4mB07dhTZ7vr16wwaNCjftvXJkycjlUrZsGFDiZ//5MkTrTvIrl+/jr29PZ06dSowMuTk5FTm7+P9+/c1yRJs0xUAACAASURBVA+DgoKQSqWa0R9PT08cHBzK9PmF8ccffzB79mwOHjxI9+7dDX7/tWvXsnHjRv766y9q1qxp8PuXgIr1gSkdRtew6kzXrl1ZvXp1keswBQIDU3kNz+zZs2nWrBnz58/X67q7d+8ybNgwunTpwg8//FCh1ooMHjyYiRMnMmbMmCLbqVQqGjZsyKlTp2jevDkHDx5k7ty5REREGHz3ztOnT2nYsCGnT5/m3r17BUaGMjIycHFxKTA95uLiUiZf0iqViujoaM0C6JCQEJydnTUGyM3NrVx3MB08eJApU6awZ88eg4p3aGgoo0eP5q+//qJ58+YGu28pEYZHYBAWLlxIzZo1+eijj4wdiqD6UHkNz65du9i2bRv79+/X+9qMjAwmTJhAYmIie/fupX79+mUQoX6kpaXh7OxMfHy8TnWR3nzzTTw8PBg+fDgdOnRgx44duLm5GTyuP//8k1WrVnH8+HGt59PS0rROj8XExGBvb19geszV1ZVGjRoZbE2OXC7nwoULmtGfc+fO0bFjR40B6tGjR5kPmwcGBvLGG2+wfft2g+R+unfvHj169GDLli34+PgYIEKDIQyPwCD4+/uzfPlywsLCjB2KoPpQeQ2POp9DcnJyib48lUolH330EVu3buXAgQN06NChDKLUne3bt7Nt2zYOHTqkU/uffvqJwMBA5HI5jRs35quvviqTuP79739Tr169YnfEvYhCodCMCL1YeiM1NZVWrVoV2EHm4uJS6tGZZ8+ecerUKY0BunHjBn379tWs/2nfvn2ZLIAOCwtj5MiR/PTTT6Uq95CVlUXfvn0ZN24cCxYsMGCEBkEYHoFByMzMxMHBgYSEhIoyXSuo+lRewwPg4uLCnj17aN++5HVZtm/fzpw5c9i0aROvvfaaAaPTj9GjR+Pr68uUKVN0an/nzh06duxIw4YNuXTpUplV9e7YsSMbNmygZ8+eBrtneno6N27cKDAydPPmTerUqaO19Ebjxo1LlKjs8ePHHD9+XGOAUlNT8fT01BigZs2aGex1nT17lldeeYW1a9cyatSoAueTM2TsvhBP1KN00rPl2FiY4drAhlEv5yWgU6lUTJgwAYVCwbZt2yrcGjOE4REYkH79+rFkyRIGDBhg7FAEOlCcflUCKrfh+de//kXnzp1LnU353LlzDB8+nJkzZ7Jo0aJy/6LJzs6mQYMG3Lx5U+fSBQ8ePMDZ2Zlt27YxduzYMokrMTERFxcXkpOTS1X9XVeUSiVxcXFaF06npKTQsmVLrbmFdJkCVHPv3j2N+QkODqZmzZr5FkDb2dmV6jVcvnyZQYMGsWLFCiZMmADkVdD+PiSG0BtJAMi0lBjwaG1PnYfn8P99I6dOnaqQFdoRhkdgQD7++GOysrLKbfenoGToql8z3VvS0blCl0ip3IZny5Yt/Pnnn+zcubPU97p//z6vvfYaLi4u/Pjjj+Va+fvgwYOsWrWK0NBQndqrVCoGDx5MQkICkyZNYs6cOWUS144dO9i+fXuJ1kkZmoyMDG7evFlgeuzGjRvUqlWrgAlq3bo1TZs2LXJUSKVScfXqVY0BCgsLo3nz5hoD1K9fvxINt1+/fh0fHx+WLFlCzY6+uhWRBJRyGfM8mvLukC56P7OcEIZHYDDCwsKYP38+586dM3YogkKoYkVwK7fhuXPnDr169eLBgwcGGZV59uwZkydPJjY2VlO+oTyYPHkyHTt2ZO7cuTq137hxIxs3bmTu3Lns2bOHffv2lUlcU6dOpX379mVmqAyBUqnk/v37BRIsRkVFkZiYSIsWLbTmFtJW+Tw3N5dz585pDNDFixfp0qWLZvqrW7duOpcoiYmJwfudjzHrNgY5uq8ZspSa8OHgNhVVNIThERiMnJwc6tWrx71797R+HgXGJc/sXCcrV1l84/9RWfWrUhgelUpFkyZNCA4OplWrVga75/Lly9mwYQP79u0r83ovcrkcR0dHzp8/T5MmTYptf/v2bXr06EFoaCj16tXD1dWVpKSkMplyUm95f+mllwx+7/Lg2bNn3Lx5U+vCaSsrK63TY82aNdO8l5mZmZw4cUIz/RUbG0u/fv00Buill14q1GhHxKUyeuNpZPL8H5VH2z5A9iAaiUneyJNprXo4TcufO8lSasrOaT0rYgVtYXgEBsXX15cZM2YYdf2koCARcamM3RROVq4i3/Gqql9lv2DDAEgkEtzc3AgLCzOY4ZFIJCxevJi2bdsycOBAvv/+e4MW4XyREydO0LhxY53MjkKhYNKkSXzwwQe0bdsWACcnJy5duqRXAkZduH37NllZWZrnVEasrKzo2LFjgUzIKpWKhw8f5jNBwcHBREdH8+DBA5o1a5bPBI0YMYJFixahVCo5fvw4QUFBrFmzhmfPnuVbAP18QdHvQ2LIUWj/Tq074B1qdfQtNO5suYJ1ITGsH9/VMG+EQFBB8fT05NixY8LwVDC+D4khW67Qeq4q6lelMDyAxvDourtJV0aMGEHz5s0ZNmwY165dY+nSpWWyndnPz0/nCuTffPMNAO+++67mmKenJ8HBwQY3PMHBwXh5eVXEnUKlRiKR0LBhQxo2bIinp2e+c1lZWcTExGiM0PHjx/nhhx+Ijo5GKpVqTND06dOxtbUlMTGRI0eO8P7772Nra4u3tzfd3bwIibYscs67KFQqOB6dREqGrLLsfhAISoSXlxcTJ040dhiC50jOkBF6I6la6VelmNICiIqK0pRZKAsSEhIYPnw4Tk5O/PLLLwbNGaGekjt69GixIylXr17Fw8ODM2fO5Mu8u3//fr7//nsCAgIMFhfA2LFj8fX15e233zbofSsrKpWKhIQErTvI4uPjady4sab46oPaLyFr5YVEWvDD/mjbB+Qm3wNAWtcJW7e3sGhSMAeUhZkJ83xcmO5WPhXZdaQqud8Ko2HVGYVCgZ2dHdevX6dBgwbGDkcArA+9xeqgG/l2Y6mpqvpVaQyPSqXCwcGB8+fP55tSMCQymYxp06bx999/s3//fpydnQ1y3/Pnz/Pmm28SFRVV5EhKbm4uPXv2ZPr06UybNi3fudTUVJydnUlOTjZYmQylUomDgwMXLlwos/e0KiGTybh165bGBPk9siHRqqn2tg+ikdZzRmIqJfN6GI8D1+P49hqkdQoukB/eyYnVYzqVcfR6IQyPwOAMHz6c0aNHM27cOGOHIgDe3XmJfZcfaD1XVfWr0kxpqdfxnDhxgjfffNNg930xyVKdwe/SusUlerp7s+f3Xw2SiG/v3r0MHz682Gmj5cuXU79+faZOnVrgnK2tLW3atCE8PBx3d/dSxwTw999/U6dOHWF2dKRGjRq0bdtWM0p389dzHItK1N62YWvNz9btvci8FkrWrfNIu75SoG16dm7ZBCyoFlSWRHHqaXlheCoG6dnyQs9VVf2qNIYH/lnHYwjDU3SSJUcsx37FyG8DmBV5m0XT3ijVs/z8/Pj111+LbHP+/HnWrVvHpUuXCjVG6oV/hjI86vU7gpJhY6HHx0ciobDBBhsL3bbACwTPU7SGPWJ10I0KlSjO09OT1atXGzsMwf+ojvpl+NW5ZYja8JSW38LvMHZTOIHXE5DJlQXmMLPlSuQqCdKmL7PhpgWvf/ANSqXuOQqeJyoqiqdPn9K1a+Er2bOyspgwYQLffPMNTk5OhbZTGx5DIQxP6XBtYIO5lnyHyuwMsm5fQCXPQaVUkHH1OLK4K1g2K5ho0MLMBFfH8qv6Lqga6KJhMrmSgGsJjN0Uzm/hd4wT6HO0bduWZ8+eldk6TIF+uDawoYZZQQtQlfWr0qzhgX8WvkVHR5e48vlv4XdYsOxLnlwOJCfpDjXbuGM3dB4AOcn3SDn0NfInDwEwb9CSOj7TqVHHkYYJf3F07WK9i15+/vnn3L9/n7Vr1xbaZv78+dy7d49du3YVOe317Nkz6tevz6NHj7C2ttYrjhfJycnBzs6O2NhY6tWrV6p7VTeys7PZvXs332/ewoOuM5GY5e/hKJ6lkbjrY3Ifx4PEBGm9Rtj2G49ls84F7lXDzITT73tWqKkHxBqeCs3E+cvYtf03shN10y9zu8YVJlHcG2+8gZeXl8F32wr0JzlDRp8VxwqY5aqsX5VqSsvU1JQ+ffpw4sQJXn/9db2vj4hLZfnhKJSWdajdewxZsRdR5eZozptZ18X+tUWY1q4PKiVPL/5J8v4vaThlLQ8de9Nj0Cj+3PqDXoUo9+7dyxdffFHo+bCwMLZv305kZGSxa3ysrKx4+eWXOXnyJAMHDtQ5Bm2cPXuWVq1aCbOjB9HR0WzcuJEtW7bw8ssvs3DODA4/dSIoKjHf1k5Tq9o4Tip+6F4igf6t7SuaWAgqMBFxqQTfk1Or1xjM9NCvrFwlyw9H0aGRrVETxalHqYXhMT521jVwd7En8HpCtdGvSjWlBaWb1lInWbJq3Rsrl16YWOYvRmliYY2ZrYPGeEgkJpreksrEjIY+b9O7d2+dnx8XF0dsbCxubm5azz99+pRJkyaxYcMGnYtZGmpaS0xn6UZOTg47d+7E09MTd3d3zM3NOXPmDEePHmX48OHM7t8KCzP9q7tDXk2amR4tDRyxoCrzfUgM0lY99dYv+CdRnDHx8vLi2LFjFDOzICgnZnm0rFb6VW0Mjz5Jlu6tHsO9lcN5HLgBm16jgLwkS3FyG9Zu+oVRo0axefPmYu+zb98+hg4dWmhdpgULFuDh4cErrxRc+V4YXl5eBAcH69y+MIKCgoThKYLbt2/zwQcf0LhxYzZu3Mg777zDvXv3+Pzzz/PlR+robMuHg12xlOr3UcqbYnCtiGnZBRUUXTVMm35B/kRxxqJZs2ZYWFhw/fp1o8Ug+Ifqpl+VakoLoEuXLsTExJCamoqtre5v9u4L8Tq3bTxvJ8qcbDKvBGNq889aIQmQbNOSsLAwXn31Va5cucLKlSsLrW+1d+/efNmSn+fIkSP4+/sTGRmpc1wA3bt35+bNmzx+/Ji6devqda2ajIwMLl26RN++fUt0fVUlNzeXgwcPsmHDBi5evMjEiRMJCwvDxcWlyOvG92yKUqViqd9lJKZSVEUsgakk1YYFFRBdNaww/YI8Ddt9Md6oieLUozyVuZxNVUKtQx/v/xu5CpAUbn4qu35VuhEec3NzevTowalTp/S6LupRutaMkoVhYm6BdedBpBz6GkVmKpC38yHq4VNat25NeHg4V69eZejQoaSmpha4Pjk5mYsXLzJgwIAC5x4/fszUqVP5+eefsbGxKXC+KMzNzenTpw8hISF6Xfc8J06coGvXrgbNJl2ZuXfvHkuWLKFp06asXr2aCRMmEBcXx6pVq4o1O2okMSepe/FXujqagyIXZW7+XrSFmQk1zEzwbevAzmk9K6VYCIyLPhqmTb/gHw0zJup8PIKKw6BWtcjY/wm9G1tTw8wEiTJ/jp6qol+VboQH/pnWGjJkiM7XFJVkqVBUKlRyGYqnKZjWzBtN+mP/IfyXvYGDgwP169cnOjqaVq1a8e6779KhQwfq16+Pg4MD/v7++Pj4YGlpWeC2s2fP5vXXX6d///76x8Q/63h0rc31ImL9Tt6OvyNHjrB+/Xr++usv3nzzTQICAkpUMT4jI4NFixaxe/du9u/fj1VqOifvy3l1wgzSs3OxsZDi6liLkV0qViI4QeVCbw3Tol8Afn8eJfybGRqtUv95/t/169enTp06ZVJjr3///syePRuFQoGpacnWjwgMy8cff8xIz+6sndmflAwZfd9aQFefYZjXrF2l9KvSGp5Fixbp3D4+Pp6k+/cACwBUSgWo/6iUqOQ5YGJK9t1ITC1tkNZviipXRmrYVkwsrJHa/VNi4pWB3sz6z2skJCSQmJhIQkICR48e5dNPP6Vjx44oFAoSEhK4f/8+5ubmtGzZMp+IpKSkEBYWxtdff82JEyc0x2vXrq2zuHh6evLWW2/p9Z49T1BQED/88EOJr6+I6Jpt9sGDB2zevJlNmzbRsGFDpk+fzq5du7Cysirxs1esWIG7uzs9e/bk7bff5q233uJp8vmKlm5dUMlRJ4orjX4BeLv3YfI7biQkJGj+XL9+nZCQkHy6pk6Doc0MvfiznZ1doVP7L+Lo6IijoyOXL1/m5ZdfNvj7VBkxZrbsq1evsnPnTq5duwaAraUZ9wJ+4tzWz0ud/qSiUany8KjJysrC3t6ehIQErdMyGRkZhISEEBgYSEBAAElJSbQdMYcHdp2Rq0xIPbGNtFPb811Tu884pPZNSA37DcXTZCRm5pg7tqKOxyTM6+dtQy+qUFpISAhjx45lyZIlTJgwgYYNG3LlyhVkMplGRG7evMknn3yCr68vQD5xycnJKVZc1P+2tbWlQYMGXLlyhYYNG+r13iUlJdGqVSuSk5N1FqiKTNHZZk1QAe4udrxskYL/9o2EhIQwZswYpk+fTqdOpTckd+/epUuXLly+fJnMzEy8vb2ZMmUKSqWSTz75pNT3NxIiD08FRF3sMeH41hLpF+hX7DE7O5vExESNRj2vVy/+/OTJE+rUqVOsMVL//N577+Hs7MzChQsN/j5VJnTRr7LMlq1SqRg4cCCDBw9m7ty5ANy6dQsvLy/u3Llj8OeVE+VXPLS8nGrfvn1ZtmwZXl5eKBQKLly4QEBAAIGBgVy8eJFu3boxYMAAfHx86Ny5M4+f5WpNsqQPxSVZunXrFq+++iqNGjVCpVLlq2yuUql49dVX6dChA8uXLy9wbVZWVpGC8vzPaWlpmJqaYm9vj6ura6HGSP23ubm55jm7du1i69atHDx4sMTvQ0Xht/A7LD8cRbZcUfTOFaUSVHIG1s9k5fRheiePLIoxY8bQtm1bPvroI7744gvi4uJITExkxIgRlblmULU1PBW5LlVhieL0oawSxcnlclJSUorVLvW/zczMkEgkdOnSpdgOXq1atcpkas3Y6KpfZblQ+NChQ7z33ntERkZqdhMfOHCA9evXc/jwYYM+qxwpe8NT3k51xowZxMXFYWFhwbFjx3BycsLHx4cBAwbQr18/rSM/07aeL5BkSVckEvBt68D68YWXiABIT0+nTZs21KpVi9OnT2t2Uv3000+sWbOGs2fP5jMgJSE3N5cvv/ySc+fOMWPGjCLFJSkpCWtra42AxMXF4eTkxIABA7T2vCrLEGaeWFwnK1d38Td0tll1IduoqCisrKzo0aMHy5cvZ86cOezYsYMOHToY5DlGoCp9u+j0aTd2T1tXykPDyhqVSsWdO3do3749+/fv5/Hjx0UaJYVCUWSn7vmf69ati4lJxd+LUxH0Kycnh3bt2vHtt98yaNAgzfHPP/+cx48fs3LlSoM8xwiUreEpD6eamprK8ePHNdNUjx8/xtzcnC+//BJvb2+dpnYi4lIZuymcrFyFXs8GsJSasnNaz2LzDshkMhwcHHjjjTcIDAzkwIEDWFpa0q1bN4KDgw32JXj9+nUGDRpEbGxskb0fpVLJkydPNAIyZswYJk+ejImJiVZxkUgkOotLWS1qLI7ifo+5j+/zYPNsarr2we6VBfnO6fp7LA6lUkm3bt1YsGAB48aN4/79+7Rv3564uDjq1atHWloaNWpU2gV+1crwVISetq6Uh4aVF127dmX16tX069evyHaZmZlaR4m0/fz06VPs7OyK1S4HBwfs7e0LzZFWllQE/QJYvXo1gYGBBUZyxo8fj7e3N5MmTSr1M4xE2ZWW+Dksmnlz55Bx+xLK7AzMbB2p4z4ByxZdkd2PIvXEb+Q8igGJCRaN21PHZzrLD+epSlGikZuby5kzZwgMDCQwMJC///6b3r17M2DAAPbu3Uvjxo1xdnZm7NixOo+YqJMslcxZ65Zk6dixY7Rr145169bxyy+/4O7ujqOjI/Pnzzdoj9/V1ZWcnBxiY2PzJcJ7ERMTE+rVq0e9evWwtLREIpHw2WefaTUqKpWKjIwMreISFRVFaGhovnPqRY26zNvrs6ixONQZswvjccB6aji20npOnW22tL3cX3/9lRo1ajB27Fggbxh4yJAh3LlzhyZNmlRms1Ot+C38Dp8ciOT+n2vJvnNZJw1b9nQGULR+lRXloWHlhTofT3GGp2bNmjRr1kynkj45OTkkJSUVMEOPHj0iMjIy3/Hk5GRsbGyK1S71v0uzseF5KoJ+JSUl8dlnn3HixIkC565du8acOXNKdf+KSqm+gSLiUvni8HWoWY8Gb3yBaW17sm6dJ2n/ChpOXosyOwPrTgPzqqyamPA4YD0pf36D2Zj/FqjrolKpuHnzpmYdTmhoKM2bN8fHx4f//ve/9O3bFwsLi3zPd3Fx4fz58/Tu3VvnmMf3bMqZs2c5GCdFIjUvukcHKOUy5ni56Cxufn5+DB8+HIBJkyZx+fJl1q1bh1QqRaVSGWxERCKRaPJZFGV4nke9Hb2wGCQSCbVq1aJWrVq0aFH8okaZTKa1pxUfH8/FixfzmaYnT55ga2urs7i8+LtWk5whIyQ6sdDfW+a1UEwsaiKt54o89WGB889nmy3pOoanT5/y4Ycfsn//fs176efnx/Tp07l69WqJtrYLyh91bb0sWS5mtex01rD4/V+zvFY9o9WlUmtRZRmVKgxPT0+WL1/ORx99ZLB7mpub4+TkhJOTU7FtlUqlZt3RizoWHh5eQNekUqlO2uXg4FDortvismWXh34BLF26lDfeeANXV9d8xxUKBdHR0VU2KWSpDM/3ITHkmEix7fem5phVy+6Y1XZA9iiGmq598rWv9fJQEn7P206eLVewOuAag6zjNSZHoVAwYMAAxo4dy6ZNm4qtiK7Ox6OP4UlMTGTX8v9jzW/7OZ5gxvHoJCTkJeRSo56z79/anpzLhwjb/AczvLcXek81CoWC/fv389dffwF5xSZ/++03AgICePfdd7l27Rrr1q0zWO/f09OTwMBApk6dqlP74OBgfHx8DPJsgBo1auDs7Iyzs3OxbRUKBcnJyVrF5caNG/n+nZiYiIWFRYHF17m5uZxJr4WscT8k0oLvoVL2jNQT23AYt5yMiAAtUeRR2myzn332GT4+PnTr1g3Im24NDw/Hz8+PL7/8UhieSoK6p21ibqG3hhmqp11SxvdsSodGtqwLiSlWw2Z6tKxQIztq+vbty8WLF8nMzDRKElQTExPs7e2xt7cvtq1KpSI9PV1rB+/KlSsEBwfnOyeTybSaoThrVxQKO7TNupSXfkVGRrJ3716t5T1iY2Oxt7evNGs59aXEhqcwp6rIfELu4/uY2zcucI0s7ipSu7zjKhUcu57Awxu7GOzlxvz583F1ddVrBMTNzY1NmzbxwQcf6HzN//3f/zFp0iTG+PRkDJCSIWP3xXiiHj7lQcoTzp4IZd6MtzRJlp6NaEunTp3yjdwUxunTp2nQoAHNmzdHLpczYcIEli1bhoeHBydPnmTChAl4e3uzZ8+eYs2cLnh6erJo0SKdRo5UKhXHjh0rsnJ7WWJqaqr54BeHSqUiNTWVxMREYmNj2bNnDwcPHuTZs2fYD3tPq9kBSA3binXHAZjZFC1gpck2e/v2bTZt2pSvJMiff/6Jh4cHNWvW5Nq1a7z++uslureg/Ciqp62Lhhmqp10aOjSyZf34rvk07M+gY3Tv1J5+7ZtX+ERxNWvWpEuXLpw6dUprRvqKhEQioXbt2tSuXZtWrbRPNz1PVlaWxgA9b4TuPslFbqZdq8tDv1QqFfPmzWPp0qVaSxNdu3atSnfYSrycXVtdF5VCTvKBVVi390JaL3+vPycxlrRT26nT/23NMUsLC4bPX8GcOXNo06aN3tM9ffv25fTp0ygUui3g27dvH5cuXeLjjz/WHKtnXYPpbi1YPaYTP0/qwaN9K5jWr7lGKKysrPjpp5+YNWsWKSkpRd7fz89Pk/14xYoV2NjYMGNG3ny/tbU1u3fvxsPDgx49euhdQ0sbTZs2xdramqtXrxbb9sqVK9SqVYsmTZqU+rlljUQiITY2lq+//ppx48bx5MkTfvnlF5KTk+nj4a31mpyE22TfjcCm2zCdnpGenVui2BYuXMi8efPyLZLft2+fxgxfvXq1yg4HVyUKq0ulj4ape9rG5nkN6/DkNMPqpzLdrUWFNjtqqmqZCUtLS5o0aUL37t0ZOnQoU6ZM4T//+Q8u7bTn/iov/Tpw4AAJCQlMnz5d6/mqrl8lHuF5sa6LSqUk+dBXYGpGXZ938rXNffKAxF0fUcd7GhbO7TTHS1vXxd7eHicnJyIiIujSpUuRbVNTU5k9eza///671nIPkGdurKysSE5OzjfM2bdvX0aNGsW7777L1q1btV6rUqnw8/Nj//79XL58mW+//ZYLFy7k2yJpYmLCJ598Qtu2bfHy8uLHH39k2DDd/oMXhrrMRLt27YpsFxQUhLe3drNQUcjMzGTHjh2sX7+epKQkpk6dyrVr13B0dNS0UWebfZHse38jT0sgfl3el5EqJxtUSh4mz8Xx7W8LtLex0H93RmhoKOfPn8/3fyArK4uAgADWrVunWUTeunVrve8tKF+01aXSV8MqQl2qF2nUqBFxcXHGDkNnvLy8+Pe//23sMMoNY+qXTCZj/vz5/PDDD4VuILl69WqF/54oDSU2PM/XdVGpVKQcXoMiM5X6oz5GYvrPbeVpiSRsX0ztPmOxbuep5T4lc6pq1Ot4ijM88+fPZ9iwYbi5uRXZztnZmfj4+ALzup999hkdOnTg4MGDvPLKKwWui4iIwMTEBBcXF7p168aqVasKXdsybtw4WrZsyfDhw7l27RoffPBBiRcze3p6snPnzmJX1QcHBzNx4sQSPaOs+fvvv9mwYQO///47/fr1Y9myZfj6+mqts+PawIYaZo8KfFlZd/KlZpt/frfpZ/ciT0ugru+sAvewMDPB1VG/5IMKhYK5c+fy5Zdf5jPMwcHBdOrUCXt7e65cuSJ2aFUSXqxLVVINK61+GRq1flUWevToQXR0tCZTBCoo6wAAIABJREFUc1XHWPoFsGbNGtq0aVPkOs6rV69qMi5XRUo8pfW8U33s/z25KXHUH7kUk+fWV8ifJpOw/T/UenkItToP1nofK2npdi2pDU9RBAUFERQUpNP6lcJ6SDVr1mTz5s3MmDGDJ0+eFDi/d+9ehg8fzscff0zLli2LrXXVrVs3zpw5w969e3nrrbfIzs4uNjZteHp6EhoailxeeGHB3NxcTpw4UeJipWVBVlYWW7ZsoU+fPgwaNAg7OzsiIiLYv38/gwcPLrSo4MiXG2k9biK1wNS6juaPRGqBxMwcU6vaBdqqgJFdtN+nMH766SdsbGwYNWpUvuPPr+26du1alR4Orkq82NMuqYaVpKddllS2ER5zc3N69+5NaGiosUMpF4ylXwkJCaxYsYKvvvqq0DbqHVpt2rTR696ViRKP8KidambKIzIuHwVTKfHf/fMlX3fgLORPHiJPfUTaye2knfxnl1Pj+bsBkChy2bH+K25uecKgQYMYNGgQrVq10mu0o1+/fsyZM6fQhbsZGRlMnTqVDRs26FRSoKgekoeHB8OGDePf//43P//8c75zfn5+zJ49m48++ojIyEidXoOTkxOhoaFMnjwZd3d39u3bl2/6RhccHBxwcnLi0qVLml1DL3L27FlatGiBnZ2dXvcuC6KiotiwYQNbt26lW7duLFy4kCFDhuico8fOugbuLvbFZpt9ftfN80gkeTtX9FnfkJaWxtKlS/nzzz/z/V4VCgUHDx5kyZIlAGJLeiXi+Z62PC2xRBpW0p52WVLZRnjgn2n51157zdihlDnG0C+AxYsXM3HiRFxcXAptExsbW6my7ZeEEhuekS83YnXQDcxq16fJB4cKbWfb941Cz5mYmnL8py+IjjjPkSNHWLlyJebm5hrz079//2K3KzZq1AgbGxuuX7+utXe9ePFi3NzcGDhwoE6vq7ge0ooVK2jfvj1HjhzRpOO+efMmiYmJrFq1inXr1um1A8vKyort27ezfPlyevTogZ+fn94VhL28vAgODi7U8Kjz7xgLmUyGn58f69evJzo6msmTJ3Pu3DmdEolpY5ZHS07cTC5RtlkLM1NmerTU65pPP/2UwYMHF5g2PX36NE5OTjRt2hTIMzwjR47UOyZB+aPWL6DEGibLzaWjTclGZsuKyjbCA3mGp6JOt5cF5a1fly5d4uDBg0RFRRXZrjp02Eo8paV2qiXNoycBbDLj8OrTnVu3bvHNN98QFxfH/v37adKkCV999RUNGjRgwIABfP3111y/fp3CymAUNq11+vRpdu3axddff61zXMX1kKytrfnxxx+ZNm0aaWlpQN7ojp2dHT179tTs0tIHiUTC4sWL+eabbxg4cCB//PGHXtere0iFYSzDExMTw8KFC2ncuDE//vgjs2fP5u7duyxfvrzEZgf+yTZrYabff9+SZJuNiYnh559/1lrw1c/PL1+vtDoIRlXBEPrVxOwprw7oz/jx44mOjjZofCXF0dGRxMTEIqe4KxqdO3fm4cOHPHr0yNihlAtq/bKUlr1+qbehL1u2DFvboq+rDvpVqiprszxaYmGmfa1FcVhITfl14RsEBwdz4cIFWrRowapVq2jevDkLFy7k+PHj3L9/n5kzZxIdHY2vry/NmjVjxowZHDhwgIyMDM29tBme7OxspkyZwpo1a6hXr57OcenSQ/Ly8mLw4MEsWJBX5+Tnn38mMTGR7777To93oCAjRowgMDCQBQsW8PHHH6NU6pY63t3dnb/++guZTFbgXGZmJhcvXiw2fbuhyM3NZc+ePfj4+NC7d29UKhUnT54kKCiIkSNHlrpwqpo3ezTBLi4UUxTFfmlJJHk1aEpSeG/BggW89957NGjQIN9xlUqVbzu6eodWUUPGgopFafVrzTtDiImJoW3btvTt27dCGB+pVIq9vT0PHxbM0ltRMTU1xd3dnePHjxs7lHJjfM+mfDi4DZZS0zLVr7179/LkyRP+9a9/Fdu2OqxBLJXhMYRTbdeuHTt37iQ4OJjz58/TokULVq5cSWZmJjY2Nrz22mts2LCBu3fv8ueff9KiRQvWrFmDo6MjXl5erFq1igYNGhAaGppvBOjTTz+lbdu2ek8xODs76zQkvHLlSgICAvjxxx+Jjo7ml19+KdZB60KnTp04e/YsAQEBjBkzhszMzGKvsbW1pU2bNoSHhxc4d+LECbp06VLmmUzv3r3L4sWLady4MWvWrOHtt98mLi6OlStXFkjUlZwhY33oLd7deYnJv57j3Z2XWB96i5SMgoatMH7//XfSLvzJzqm98G3rQA0zkwIjPhZmJtQwM8G3rQM7p/XUWyyCg4OJjIzUumtBnUepffv2ANy4cYOmTZuKHVqVCEPol42NDf/5z3+4desWbdq0oW/fvrz11ltGNT66alhFojLl4zGEfkGe6dk5rWeZ6Vd2djbvvfceq1evLnQTyPNUhxGecq2WjkqJpbm0yLouV65c4b///S9hYWEsWLCAGTNmaP2yzsjI4NixYxw5coQjR44QHx/PqFGjGD16NPb29owYMYKIiAi9FwE/e/aMunXrkpWVVezCY39/f1599VWcnZ2JiYnR6znFIZPJmDZtGn///Tf79+8vtnzDBx98QI0aNVi2bFm+4++99x61atVi6dKlBo0PQC6Xc/jwYTZs2MCZM2cYP34806ZNK7SXEBGXyvchMYTeSALItzVTnQrfo7U9M91b0tG5cPP44MEDOnfuzJEjRzTrap7PNut/PIwObVrRv7NLibPNyuVyOnfuzLJly7ROUy5btoz09HTNroedO3eya9cu9uzZo/ezKiCiWrq2GymVWJqbsnhI20L1Kz09ne+++04zPb1kyZJyH/UbOXIko0ePZvTo0eX63NJw7do1hg4dyu3bt40dSqEYSr+08bx+pWfnYmMhxdWxVqmyZX/++eecPXsWPz+/YtsqFApq1apFYmJiVVi0XKh+lWqER82LThVF/twUaqdKfCTvdzUv0qm2a9eOXbt2ERgYqNldtGrVqgIjHdbW1rz66qv88MMPxMbG4uvrC8C6df/P3pXHxbi+72taJKm0pwWJFlRCi+xZIof4ZjuOLRzZUyktQhGh1bFEOHZCypISWnSUNUqolFLSqj2tM8/vj34zp9HMNDOV43Cuz2c+8s7zPO/zzLxzvfd7P/d93Ycxbtw4yMjI4OzZs0hJSWEb+8MKPXr0QM+ePVFSUtJu27q6OlCpVEbQamdCREQEp06dwsKFC2FsbIzHjx9zbM8ujqcr4nfy8/Ph7u4ONTU1eHl5Yd68ecjLy4O/vz9bY+fcoxwsCHqEu2+L0NBMa6NDUf//x6LeFGFB0COce5TDchxCCKytrWFtbc0URNxabXbw53jMVqzqkNpsUFAQZGVl2ZYT+Tp+52dwB/+o+Jq/BMF8bdL5SwWfoVsaw5G/JCQk4OrqiszMTGhqamLUqFFYsmQJMjIyungVf+Pf6OHR1tZGXV0dsrOz/+mpsERn8Rc7tOavE0sN4Dd/aIf4q6CgAD4+PvD29uaq/c+QoQV0ksED/F3X5aHjBHx5fBk1qdEw1ZTD7KHKsJ2sgYQtpthtrobDu5y4MkB0dHQYhs/jx4+hrq4OHx8flls8FAoFv/zyC0RFRTFx4kSMHz8e+/btQ25uLmbPng1VVVWsXLkSISEhjEBjTlBRUWk3tbO4uBirV6+GsLAw0tLSOAYN8wsKhYLNmzfj6NGjmDFjBs6dO8e27ejRo/HixQum2KbS0lJkZWXB0NCww3OhUqmIiIjArFmzoKOjg+LiYoSHhyMhIQFLly5lq14N0J+g36KuqR0PIFpqrNU1UeF5+y1L0jh79ixyc3OxdetWtmPIyMi0WwaEEyoqKrBjxw74+/uz9PJlZ2fj06dPTEVrfwZ38I8MOn8lbDGFRkMGRAqSoSHWwMRf4c6zEBtymqtSLpKSkti6dSsyMzOhoaHxTQ0fbvjrewOFQmk3+eKfQmfy17eCq6srVqxYAXV17gqM/jT8RQjh9OIZpaWlREJCgoiKirZ5j0qlkmHDhpFLly7xPG5KSgqxtLQkCgoKxNvbm9TW1jK9n5qaSlRVVYmMjAzJzs5mHKfRaCQ9PZ34+/sTMzMz0rNnTzJ27Fiye/du8uLFC0Kj0dqc65dffiFhYWFs50Kj0cjs2bPJ9OnTiYWFBQkPDydqamqkurqa53Vxi9TUVKKmpkacnJwIlUpl2WbUxKlk09FwYnMpiVidekJm7Q0jhktdSWl1Pd/nLSgoIJ6enqRfv35k+PDhJCgoiKd1vswtJxrO14mY7mQiKCFHKN1EibB8fyI/dwfp63SL9HEIJT00TYighDwBQBR+3U36Ot0ifZ1uES23CJKcV84Y6+PHj0ROTo68ePGC4zldXFyIh4cH32u2tbUlq1atYvu+n58fWbFiBdMxLS0tkpKSwvc5vzO0xwv/phfPmDZtGjExMSFXrlxp856vry+ZPn06z2NWVFQQDw8PIisrS5YsWUIyMjL4mRpXCA4OJpaWll02flchIPAkGWu9k8FfNpeSyJHYzA7xV0fxMrecaLlFkD6bQ3nmsK/561vh2bNnRFFRkVRWVnLdx9PTkzg4OHThrL4p2PJBp3l46MjKykK/fv3Qo0ePNu8JCAhg//79cHFxYZlRxAk6Ojq4evUqoqKikJiYCHV1dfj6+uLLly8AAE1NTRQUFMDGxoZpi4lCoUBDQwM2NjaIjIxEUVERnJycUFBQgLlz50JZWRnLly/HlStXGArK7T0hnTt3Du/evYOgoCBmz54Nc3NzjB07Fs7OzjytiRcMHjwYT548QUJCAmbPno3q6r9r+CTnVWDV2WcoMFiL6++bEfbyE6LTivGiXAilvY1gsjca1ueeITmvgqtz0Wg03L9/H3PnzoW2tjays7Nx5coVPHv2DCtXruTJ7XkoNhP1jU0QEpeF4kIvqNoGo9fYRSi5vhfNFUUAABGVwZCdYQ9BMWZp+fpmKg7HtsRGEULw+++/Y926dRg6lHUBPjo64uFJT0/HmTNnsHPnTrZtvt7Oamho+C9D6wdCVlYWBAQEWHLY2rVr8ebNG54ziiQlJeHm5oZ3795BXV0dI0eOxLJlyzo99g/493l46Px1ME8BOeKDGfwV9vIT/O9l8MxfnYlDsZktsV00Ks8c1pq/vhUIIbCxscHOnTshISHBdb+fxcPTJQaPqqoqS7IAWmJNtLS0EBgYyNf4urq6uHr1KiIjI/Hw4UOoq6vDz88PBw4cgISERLsuvB49emDatGk4cOAA3r17hwcPHkBfXx+nTp1C3759MXr0aGRmZuLp06cs08Lz8vJgb2+Po0ePIiYmhlFXy8/PD6GhoV0qkS4rK4u7d+9CXl4eo0aNQk5ODtPeMhUCoFGYo/GpEOB6b7m0tBTe3t7Q1NSEnZ0dJkyYgJycHAQFBWHEiBE8z7e0pgFxGSWgCHdHrzG/QaiXAigUAfQYYAghSQU0FGaCIigMCQMLdFcdDAgwX46EADHpJfhc04BTp06hoKAALi4u7Z63IwaPvb09nJyc2IpHlpSU4OXLl0wF9t69e/dfhtYPAiqVig8fPgAASw4TERHB7t274ejoyLVsRGv06tUL27ZtQ2ZmJvr37w9jY+NON3z+TTE8rfmrkUpAEWKWrehobExHQOcvQgCBbrxzWGv++la4fPkyamtrYWVlxVO/nyUGsUsMHiUlJbYGD9CiVuzp6YmKCv4tdj09PYSEhCAyMhJRUVHYvHkzhg4dyvOT14ABA7BhwwaEh4ejqKgIbm5uEBAQwLVr16CkpISlS5fi0qVLKCsrAyEEK1aswMaNG1FUVARDQ0NIS0sDAKSkpHD48GGsWLGC4XXqCnTr1g3Hjh3DypUrMWqpEzxuvu7Q3jIhBA8ePMDChQsxcOBApKam4uzZs3j58iXWrl0LScm2tVy4xdXnrJ8yqbXlaCrLRze5Pu2OQQFwPDoVjo6OOH36NISF269dxK/Bc+fOHaSnp3MsxHrz5k1MmTIF3bt3Zxz7WZ6OfgZ8/PgRsrKyqK+vZyvlQM9+Cg4O5vs8rQ0fNTU1GBsbw8rKqlMMn969e6OkpARNTd9XYdOv8b3HxrDjL4B7DqMAuJr0bbxtdXV1cHR0REBAAFdp6HT8DDW06OgSg0dBQYGj7suQIUMwY8YMrop5tgddXV3QaDSsW7cOhBCcOnUK/v7+qKur43ksUVFRmJmZwcnJCfr6+khISICRkRHOnz+Pfv36QV1dHW/evMHEiRMZxUJbY+bMmTA2Noarq2uH18UJFAoF42YvgdjoxWj86iGzuaIIRZe3I89vPvL+WISyqCMgtL8lzOuaaPC8nYa/3uQhICAAgwcPxurVq2FkZIT379/j1KlTMDY25rt6e2ukFVa1yWYg1GaU3vBGT52JEJbhnGoPtDzhnb8VAxsbG+jq6nJ1Xn4MnqamJtja2sLHx4ejOGJrsUE6/jN4fhxkZWVBXV0dtbW1bB/aBAQEsG/fPr625r9Gr169sH37dmRmZqJfv34MwycrK4vvMYWEhCAvL/9diw8m51XA83Ya6pqY+YFb/kr52PXbW6z4C+CNw+qbaUgrqObYprPg7e0NQ0NDjB07tv3GrfD+/XsoKCj88BlaQBcZPLKyshw9PADg4eGBoKAg5Obmduh8Z86cQUlJCXx9fREVFQURERHcu3cP6urqfBs+9PIS/fv3x9q1a3Hz5k0kJiaitLQUkydPxvLly3H+/HlER0fjwoULKC0tZfQNCAhAcHAwHj582KF1tYdDsZloYvFU9DnqMAR79ILKhrNQsvoD9XmpqE4KZ2pT19iEeTuO48mTJwgMDMTr169hY2MDKSmptgN2AFX1zPL2hNBQessHEBSC9OTVXI9TRxXAli1buG7Pj8Fz9OhRKCsrM7YoWaGmpgaxsbEwN2eumv2zuIN/BtANni9fvnDksAkTJmDw4ME4fPhwp5y3teHTt29fGBkZYfny5XwbPt97EVF6bMzX4Ia/vlVszNf8BfDHYVX1Xe9py8/PR0BAAPbv389z35+Jv7rE4JGWlm7X4FFWVsaaNWsYlab5QWFhIRwcHHDixAkICwtDSEgIY8aMwcqVKxEeHo64uDioq6sjICCAJ8NHWVkZ+fn5jD16KpWKVatWwcPDA3/++ScOHDgAPT09TJ48GcHBwVBXV4eRkRF27NiBzMxMBAQEYPny5XwZW9yg9d7y12iuLIKY9mhQhLpBsKcURNWGo6n0K6OSIoCeGkY4cPQkxo4d2yneHFaQ6P53bVpCCD7fPgBqbQXkZruAIsh93drRhsO42sqiQ1pamieDp6ysDB4eHvDz8+P4Wdy5cwcjR45so6j9n4fnx0Frg6c9dfK9e/diz549jGSHzkCvXr2wY8cOvHv3Dn369OHb8Pmei4h2lL++VWxMa/5qOS9/HCbRnXvu4hfOzs6wtrbmSxPuZ+KvTjV46urqUFZWBlFRUa5KGTg6OiIyMhIvX77k63zr16/H77//Dn19fcYxel0tfX19hIaGIjw8HLGxsTwZPqKiohAXF2d4bry9vdGtWzdGbEdoaCgWLFiA1atX4/r16ygpKcGePXtQW1uLFStWYO3ataivr4elpSWKi4v5WhsncNpblhgxE7VvHoDWVI/m6lLUvX8GUbVhbdoJUChdvrespSjRIjgJoOzOITR9zoP8nG0QEGYO7iXNTSDNjS1/05pBmhsZWk2CoMFYu/2tr9aQkpJCVVUV1wUUd+zYgTlz5mDIkCEc232dnQX8l6H1o4GbLS06Bg8eDAsLC+zZs6fT5yElJcUwfFRVVWFkZIQVK1ZwrUT8PXt4OoO/vkVsTGv+AvjjsO5CAtDqLd6l83z8+DHu378PJycnvvr/Z/Dwiffv36Nv376or69vlyyAFlVSNzc3nrYr6AgJCcHr16/beIi+LiTa2vCJiYnBgAEDcODAgXYNH/oT0qtXr+Dt7Y0///wTAgICoNFobeI4unXrBlNTU+zfvx+pqal4/vw5bGxsEB0dDXV1dRgYGGDbtm1ISEgAldrWjcsr2O0tA0B3VR00leYiz3ce8g8tQzfFgRDVGNmm3bfYW54zXAWEEDRXFqPmZSQai97j4x+LkeszB7k+c1DzuiXAPP+YNXK9/wdq9WcUB29r+bvyb0Nxujb3xV+BlmKEkpKSXD15v3nzBhcvXoSHhwfHdk1NTbh9+zZmzpzJdPy/Glo/FrKystC/f3/U1dVxFNOkw93dHSdOnGBkdnU2pKSk4O7ujnfv3kFZWRkGBgZYsWJFu4rE37OH51/FX///N78c1tjUBAOZjnM+OxBCsGnTJnh6ekJcnD/D6vXr1z/Nlhb3+wpcgNv979awtrbGgQMHEBUVhSlTpnDVp6ysDBs2bMDVq1eZsmUAYMSIEUhLS0NVVRWTDoG+vj7CwsKQlJQEd3d37N27F05OTvj999/bjAG0PCFlZ2fD09MTXl5eDFfh48ePISUlxfGJvk+fPrCzs4Oqqirc3Nzg6emJ6OhorFmzBh8/fsTkyZMxbdo0TJ06FQoKChzX2tTUhE+fPiEvLw+5ubnIy8tDQokcINy2HyE0FF3eBvGhU6G42Bu0pjp8Dg9AReyfkJqwvE37rtxbrqmpwR/796M2UwDCasPR1+kW27Yqa0+yPE4BgVjVB+gPWg5ra2usW7eO69po9DgeOTk5tm0IIbCzs4OrqytkZWU5jhcXFwcNDQ0oKyszHX/z5s1P83T0o4MQwsgyFRER4SrTRUlJCevWrcPWrVtx9uzZLpublJQUPDw8sGnTJvj7+2PEiBGYPXs2XF1doaam1qa9qqoqEhISumw+HQGr2Bjg++IvQggexd5Fc24q0HswhCTleeYwCgAlUoop40wwbtw42NraYtSoUZ0aQnDhwgU0NzdjyZIlfPWnUqnIyMj4KTK0gE728LR2B3NbnVtYWBh79uyBo6Mj194POzs7zJ07l0nanw4REREYGBiw/bEPGzYM169fx40bNxjBzX/88Qfq6+uZ2qmoqOD48eMMYUI6QkNDWRaTZIW5c+diyJAhiImJgZeXF5KTk5GSkoLJkyfj5s2b0NLSgq6uLqysrLBr1y74+PjA3t4e8+bNg7GxMZSVlSEmJoZRo0bBwcGBsX0mLc76yZNWVw1qVQnEh/0CipAwBEUl0FN3EuqynrFs3xV7y1QqFX/++Sc0NTWRmZmJE/bzICrMn13dXVgI55wX4eHDhygvL8egQYOwdOlSrrZAuQlcjoiIQE5ODtatW9fueKy2s4Cfyx38o+Pz58+gUCgQERHh+oENaCnQe/fuXbx48aILZ9cCaWlpeHh44N27d+jduzdGjBiB33//vY3H53v28HwdG0PH98BfABg6W46OjthsroPu3fjlL0EcXm+BnJwcmJqawsrKCkZGRrh06VKnSAbU1tbCyckJ/v7+EBDg71b+M2VoAZ1g8JTWNCAwLgubgl/gYr4kMmRGIrFCDAKi3Ks8/u9//0OPHj1w/vz5dttGRkYiLi4Onp6ebNt8va3FCsOHD2cYPnfv3sWAAQNw8OBBJsMnPj4eQUFBDIucEILQ0FC2BSVbgxCC8vJyrFu3DoGBgdiyZQtcXFzg5OSEs2fPIikpCbW1tcjNzUVERAS8vb3h6uqKu3fvQkpKCs7OzkhMTERtbS0+fvyIxMREBAcHw9vbG7PGGzLtLdMh2EMSQpIKqH5xG4RGBa2+BjWv7kNYvu0TYFfsLUdHR2PEiBE4fvw4rl27hvPnz2OqgTZczbUgKszbpSYqLABXcy3oqvSChoYGDh06hKysLGhra2P69OmYOHEiwsPD2Yq/tWfwNDU1wc7ODr6+vu0GRNNoNFy/fp3l9/6fwfPvRmv+WnUuCfIWjjiRkIseUqyFJ1lBXFwc27Ztg4ODA0+FijsCaWlp7Ny5E+/evYOioiLD8MnJyQHwfcfwfB0bQ8c/zV8FBQVYsWIFpk6dijlz5iAlJQVr50/HVnPtDvFXz549sW7dOqSlpcHV1RVHjhxhFMXuiBbd/v37MXr0aIwaNYrvMX42/qK08wNl+2ZyXgUOxWYiLqOlqnjrPVlBUAFQMGlwb6wdNwB6qr3YjPI3Hj58iF9//RXp6els986rq6uho6ODoKAgTJ48me1Y9+/fx/bt2/HXX3+1e146nj9/Dnd3dyQlJcHOzg779u3DgAEDmMZ49eoVZsyYgezsbNTV1SEvL49pq+nr/wsICEBVVRVCQkLIy8vDhg0boKamBlVVVfTp0wcqKipMay0oKEBkZCQiIyNx9+5d9OnTB9OmTcO0adMwcuRIxo25tKYBo/ZGs9wHbyx6j7J7x9BUnA0ICKJ7Hx1IT1kDQTHm70BESAAJW0z5rsbbGunp6XB0dMSrV6+wd+9ezJkzp43btkVkLK1Fpp3DJUdoNHQXFoTbL4PYVqVubGzE5cuXGaVFbG1tsXjxYqan8iVLlmDChAlsFUf9/f0RGRmJiIiIdl3MT548wdKlS/H27ds272lra+Py5cvQ0dHhOMa/DF2TtvfPgOXVxom/uglS0NjYCDNdFa75q6mpCUOGDMGBAwdgZmbWSVPnHp8/f4afnx+OHDkCS0tLODo6YtCgQaitreUpw/Fb4Hvjry9fvsDHxwf+/v5YuXIlXFxc2giucstfFArQXUgQruZabPkLaLnf+Pn54fbt21i8eDFsbGzQv39/ruecl5eHoUOH4sWLF+jTp30BV3bYvXs3KioqsG/fPr7H+A7Blr/4Mng6+8un43//+x+MjIzYBjGvX78edXV1OHHiBMdxamtrIS8vj9LSUq4CD1vj2bNnmDt3LvLz8yEvL4+dO3eiqKgIeXl5uH//PsrKykClUlFbWwsVFRWG8aKqqsr06tOnD+NHQwjB7NmzoaOjw7FGU2s0Nzfj8ePHiIiIQGRkJLKysmBqasqI/fGIKcTdt0XtKpSyAoWUdkZpAAAgAElEQVQCmA1SQOAi3stFtMbnz5/h7u6OCxcuYMuWLdiwYQPLeCg6Uj5W4HBsJmLSS0BBS+AhHd2FBFDf2Aj17nXw+30qdFXav8nQVaJ9fX2RmJiIVatWMeJ8bG1toaysjM2bN7fpV1paCm1tbcTFxXEVrEcvZ7F7926m4w0NDejVqxcqKip+tKDlH9rg6Sr+Cg0Nxfbt2/HixQuelG47E60Nn4aGBty5c6dDHoCuwqqzz/5x/qLRaDh//jxcXFxgYmICLy8vlvFQdHDiL7rHaoKmHNaOH8AVfwEtyt4HDx7E8ePHMW7cONjZ2cHExKTdh7CFCxdiwIAB7SZbtIfffvsNU6ZMwdKlSzs0zneGzjN4/pYD576OTIt7T7td0khPT8eoUaOQlpbWJog0Pj4eCxYsQGpqKlcCecbGxvDy8sL48eOZjtNoNIYBw8o7k5mZic+fP0NKSgqVlZUQERGBiYkJpk2bhoMHD8LZ2RmzZs2CnJwcT8FnBQUF0NPTQ2RkJIYNa5tm2R6Kiopw584dREREICoqCoqDjFA/ajWoFN6JVVRYEMGrjLn+UX6NhoYGHDp0CHv27MH8+fOxfft2jsHBX+NzTQOuJn1E8J14VNdTUVFSAGMtVWTePYe/7kXydbPIyMhAQEAALl68iJkzZ6Jnz54QFxdnmTK8du1aCAkJ4cCBA1yNra2tjdOnT8PQ0JDp+KtXrzBv3jyWnp9/OX5Yg6cr+YsQwtABW7ZsGT9z7TR8/vwZenp6qKqqwq+//goXFxf07dv3H51TayTnVWBB0CPUNfGewdRR/gJakhDs7e0hJCQEX19flvGg7EDnr7SCalTVNyH2bgQW/2KKDb8Y8O1xqqmpwenTp+Hv7w9paWnY2trC0tKSpXcuISEB8+fPR1paGtexsuwwdOhQHD9+nK9aid8xOsfgYXWR5vrMYe7Q3AhxfXNIT2FWoeT2Il23bh26desGPz8/xrG6ujoMHToUe/fuZRk4yjj3/8fN5OXlwcPDAw0NDdDR0WEybj59+gRJSUkmTwz9b2lpaSxfvhxHjhzB5MmTISkpiQcPHmDnzp1ISkpCdXU1ioqKeApobI2zZ8/C29sbT58+5Vi+oD1QqVQ8efIE/uHP8bhBGRDifqxuAsC2GYO5emL9GvQYJkdHR2hpaWH//v0diu53d3dHXV0dAgICICYmhoSEhA7r2ZSVleHYsWPw8vKCmJgYjh07hmnTpjGC+l69eoWJEyciLS2NUQeNE9LS0jBp0iTk5ua2CQy8dOkSrly5gpCQkA7N+TvED2nwfAv+SkxMxLx585CRkcGzd7mzMW/ePEyZMgXZ2dkIDAzEnDlzvivDpyuNT3bIzMyEo6MjkpKS4OXlhfnz53c4a2rWrFlYtGgR5syZ037jdkClUnHr1i34+voiOzsbGzduxMqVKxlipzQaDUZGRrCxscGiRYs6fC5xcXEUFxf/aEHLbL9QniKxWMmB97G/ynipbDgHilA39NAa3aYvt3Lg27Ztw5kzZ5iURd3d3RnKxmlpabh79y5OnDiBHTt2YMWKFZgyZQq0tbXRs2dPqKmp4bfffkNOTg5evHgBMTExTJ48Gdu3b0dUVBQqKipQXFyM58+fIywsDAcOHICDgwMWLFiA4OBgTJs2DTNmzED37t0hISGBfv364datW5g3bx569eoFTU1NHD58mK8aOosWLYKqqmqHhcoEBQUxcuRIHN+yFJSXoRCmEFDYh1sBaLkCSFMDKmJPQrdHFc/nfPbsGcaNG4cdO3bgyJEjuHXrVodTGSkUCgQFBUGlUrF+/fpOEe+TlpaGk5MTDh8+DCUlJbi5uWHQoEE4evQoamtrYWtri23btnFl7AAttbMsLCxYZkH8l5L+78K34K+RI0fCyMgI/v7+nTZvfqGiooKKigp4enoiPT0dMjIyGDZsGFavXt3hkj6dgUXG/eBqrg1RYUG0Z3NQKC1GJ7/GTnl5Oezs7GBsbAxDQ0O8ffsWCxYs6JQUcQ0NDWRkZHR4HKCF2y0sLBAXF4fQ0FC8fPkS/fv3h42NDd6/f49z585BUFAQCxcu7PC5frYMLYAHg4eTHDgdX9IfQrCHJERU294E2pMDb2xsRHZ2NtLT0zFhwgTMnj0ba9euxZgxY+Dj44OoqCjIyspixowZ2LNnDx48eAAqlQojIyPY2triypUr+PTpEyorK5Gamop79+6hqqoKjo6OWLp0KUxNTTFw4EC2T103b95EdHQ0fH19GcdaZzo8f/4cR48eRUhICMLDwzFw4EDGPjm3oFAoOHr0KA4dOoTk5GSu+7GDra0tTPsII2TtaJgNVgSF1gwhCvMXRGtqAIXWjIGiX7BYqRQCWQ9hbm6OT58+cXWOvLw8LF68GDNnzsSSJUvw4sULjgHjvEBAQABPnjxBjx49Oj3OgF7Alv693b59G8rKykhOToaFhQXX44SFhbH1Kv5sGQ7/ZnQ1f7XGnj174OPjg5KSko5MucNozV+ysrLYvXs30tPTISUlBX19faxZs+YfN3wWGfdD8CpjmA1SgIiQALp/lb3VXUgAIkICMBukgOBVxjwbO01NTThw4AA0NTXx5csXvH79Gk5OTp3qfdPU1ER6enqnjUfH8OHDce7cOaSkpEBUVBQGBgawtraGlZVVpxhqPyN/cS0wwEkOnI6aV/chNsSU7ZdBaDRsOxWBAU3ZbWJnSktLoaioCFVVVfTu3RvZ2dmYOHEiPn78CDc3N6xevZqnuBkpKSmoq6sjKSkJxsbGHNuWlpbC2toaFy9eZFKrpGtZqKioMLZCREREEB4ejsePH8Pd3R179uyBi4sLrKysuApcVVZWxt69e2FlZYXHjx/znUERFhaGmJgYvHz5EuLi4giYqwM525nwOBeFDxXNqKpvgkR3YdwLOQ1TNTGUZ+Yi6M4dNDY2gkqlYuzYsXj06BFbwb2amhrs3bsXhw8fxpo1a5Cens63kic7lJWV4eHDh5gxYwYyMzM7zZAC/k5Lp1AoGDduHIyNjaGhoQFdXV3o6urCwsICtra20NPTYzvGp0+fkJGR0SYOjI6fkTD+regM/qKXM7Aeq85xnIEDB+LXX3/Frl27EBAQwM90OwUqKiptMlVlZWWxZ88e2Nvbw8fHB/r6+pg3bx6cnZ07lO3TEeiq9ELgohFtYmMkugtDq7c45gxT4Tk2hhCCGzduwNHREWpqaoiOjm63dAy/0NDQwPHjx7tkbKDle/Ty8gKNRkNMTAz279+PkydPcozz4QY/I39x7eHhJAcOtEhvN+SlQkxnIts2jTQg4U0OsrOzoaysjLlz58LPzw+PHz/Gly9fkJubi4cPH+Lq1avw8/NDWFgYtLW14ebmBnl5eZ6tWm70eAghWLt2LRYsWIBx48YxvUd/Qrpx4wamTp3KZNAYGRnh9u3buHLlCm7cuIGBAwciMDCQK4/PsmXLIC8vz3cqYGFhIVavXo0zZ84wjJAnT55Ao68SNpkNgd/8oTix1AB+84di8YjeaK4px5kzZ1BQUICbN29CUFAQxcXF6N27N6ZPn45Dhw4xavRQqVScOHECGhoayMnJwcuXL7Fr165ON3aoVCpCQkIwatQoGBoadvoT0tc6PH/88Qd0dHRw8+ZNZGVlQVNTE+bm5hz1fK5fvw5zc3OWhNLQ0ICcnBwMHDiwU+f9H7oGncFfvJQzcHNzw/nz55GZ2fVVvdmBkxYP3fBJS0uDpKQk9PX1sXbt2n9UrFCmpwisx6oz8Zf1WHWejZ0XL17A1NQULi4uCAgIQGRkZJcZO8DfHp6u1GDKycnBiRMnEBoaivT0dLi4uHRYz+dnqpJOB9cGDzs5cDpqUqMhojIIwr0UObYboK2D7du3w97eHvPnz4eJiQlDq6Y1DA0NkZeXx1LThVtwY/AEBwcjNTWVpZAh3cNz7do1tmKDdMPn8uXLuH79OjQ0NHD06FE0NjayPSeFQkFQUBD8/f2RmpoKgFkAbfnpp9gU/AKBcVltXOiEEKxcuRIrVqxg2gaKiYnBhAkT2pxr+vTpCA8PByEEAgICGD16NGJjYyEiIoKhQ4eCSqXi6dOnjO9BQUEBfn5+CA4OxtmzZ6GqylvhzvZAX+c0j0ugjF+LhmELkCumgTdZnetapxs8hBAUFxfDy8sLPj4+AFrifJydnZGdnQ0rKyumOJ8vX74wxvi6ZlprZGRkQE1N7UdLR/9h0Vn89aGgGHl5ee0WppWXl4etrS1D0uCfADdqy3JycvDy8kJaWhokJCQwdOhQvg0fbjmsq5Cfnw8rKytMmzYN8+fPR3JyMqZOndrp5/l6nbtj8iGsOw2ZeYWdfi46HB0dYWNjAxUVFaY4n2vXruHFixdMcT7c4mf08HCdpbUp+AXCXrKP+8g/ugqSxnPQU49zPSyhvOcoveWLhoYGKCkpQVlZGSoqKlBWVma8FBUVYWNjA0NDQzx48AApKSltDCJuUFRUBC0tLZSWlrJMdf706RP09fURHh7OMi3v3LlzuHHjBiIjI5Gfn8+Vl+PRo0dwd3fHmzdvGFtd7DKygoKCcOjSLRgs3YoH71oqszd8pU1DAIzXlGMIoB09ehTHjh1DYmIi07gTJkyAg4MDzM3Nmc5BCIGamhrCw8OZLu7Tp09jz549EBAQgIWFBV69eoWXL19i7NixyMvLQ3JyMkaPHs0QPhwwYEC7a+eE1kJvhBA0Uv++7vgReuMGoqKiKCkpgb29PcTExJjis1qDEIK4uDj4+fkhMTER1tbWWLRoEQwMDPDp0yeWQX2XLl3C1atXcfXq1U6Z63eGHy5Lq7P4S6QgGdVRB1FaWgpZWVkm3vr6JSUlhREjRiAkJARGRkaduyouQKVSISoqypP4YElJCby9vREUFIRff/0VTk5O7T70cBJxZMVhnY3a2lp4e3vjwIEDWLVqFZydnZnqKHYWOK0T1CYICwvDVFuh09cZHx+PRYsW4e3bt2wzhHnV86FnaJWUlHQ4tf07RMfT0gPjsuB3L4OlW7j+41sUB2+FyvqzEBBhn7ItRKFhzei+sDfXRW1tLfLz89u8Pn78iOfPn6OwsBBUKhUCAgJQVFSEnp5eG0KhG0qSkpJsv1gtLS0EBwe3idUghGD69OkwMDCAu7s7y76xsbFYs2YN1NXVcesW+8JxrJCYmAh3d3e8ffsWrq6uWLZsWRvD52xiDraFvgQRFAKnewxdAG3lCGnsWW6O+Ph4pgyp+vp6yMrKoqCggKVRtn79eqiqqrYRdJw/fz6eP3+O7OxsLFmyBIGBgQyPRUVFBe7evctQI+7RowfD+Bk/fjxPqflcC72hpf4Mt0Jv7UFFRQVBQUFYtmwZ0tPTGamdnEDX8zl16hSkpaVx69YtlnE+bm5uoFAoHRb++k7xwxk8ncFf3YUEYDtZA9Zj1dHc3IzCwkIm3mLFZ3QOMzY2ZvDV1w94CgoKXSZUqKqqir/++ovnVPSvDR9nZ2eoqKi0addVIo7cgEaj4cyZM9i6dSvGjBmDPXv2MIo8dzb+qXXSaDQYGBgwMonbQ01NDU6dOgV/f3/IyMjAzs4OlpaWbRwGGRkZMDMza1OD7QdBxw0eTnLgnyMPgjQ1QHaGPedZ0JpRcXo9hmoPgKWlJf73v/9BSUmJqc379+9haGiIxMRE9O/fH1FRUViyZAkOHDiAsrIytqTC7inrzJkzGD58OFxcXJi+9KCgIAQGBuLRo0dsn36ysrKgp6eHgIAArFixguPa2IFu+KSlpcHFxYVh+PCjQQFqIyZKV+KE0zKmwzExMXB2dsajR49YdouIiGBktgEt8Sd//PEHvLy8QKVSsWrVKpw8eRIREREsPV2EEKSkpCAiIgIRERFISkpiiDFOmzYNGhoabA3Oc49ysNl9H8pf3kVjSQ7EtMdB9hfblnnkp6Ei/hwaCzMBigC699GB1GRriEvJdkhrgw49PT0ICwtjxYoVWLNmDU99LSwsICQkhEePHkFbWxt2dnaYOnUqIz3d0tIS8+bNw/z58zs0x+8UP5zB0xn8xWs5A0IIysrKMHLkSCxcuBB9+/Zt83CXn5+P8vJyyMvLc/QWKSsr85U+bGJigv379/OdBVlcXAxvb28cP34cCxcuhJOTE8Pw+Sd0dOiIjY2FnZ0dRERE4Ovri5EjR3ZoPE5Yau+OyxfPob6YO/4S6indaes8efIkTpw4gb/++oun0I7Wej45OTnYsGEDk55PWFgYjh8/zvOD/L8EnSM82Bly4H6WgxEVFYWQkBDcunULWlpasLS0hKWlJfr27YvJkyfDzMwMDg4OjL4LFy6ElpYWtm3bxnLsqqoqloZQfn4+UlJSUFBQgObmZoYLWlpaGvHx8Vi1ahWGDRvGRCqtXaHl5eWQlpZGYWEhFBQUeF90KyQkJMDd3R3p6emwst+BiyUKKH50HbWv7rcxBGpex6As8tDfnQkBaW6A4jJ/9FLVQPCqkUwCaNu2bUNTUxNbfZ+6ujooKCggOzsbMTEx2LJlCwYPHox9+/ahsbEREydOhLu7Ozw9PZGQkNDu02BlZSXu37/PMIC6devGKHlhamrKcJHShd4+p8YDFArqspNAmhoZ66zLegZaUz1E1YYBAgIoiwoEtaYMCvM9OkVNVUdHBzU1NXj37h1PW6L19fVQUFBAZmYmJCUlWdbtGjZsGK5evdqlwZD/IH44gwf458oZREREwNbWFqmpqSyvw8bGRhQUFLDlMPpLRESkXaNIXl6eSTNq3rx5+N///seVd4ATvjZ8LKw2YvFWf5YPMpz4S0RxQId+2xkZGXB0dERycjK8vLwwb968TknRZofkvApMt/NBI43wxF9AxxWhq6qqoKWlhevXr8PAwIDvNTx79gx+fn6IiIjAkiVLsHHjRly8eBFVVVXYu3cv3+N+x+g6pWVuwerLb2xsRHR0NEJCQnD9+nWIioqCSqXizp07TPEm2dnZGDFiBF6/fg1FRc5BhV8jNzcXBgYG+PjxI6OkxMqVKzFw4EBoaWm1cUULCAgwyIMe27Fz505oa2szXNEdcUEnJCTg9zNPUSvZH1/ePWJpCHyNmpR7qEy4BCXrIAgIUNoQ75gxY+Dm5oYpU9jHH4wZMwbFxcUQFRWFj48PJk78OxslMDAQgYGB+O2333D69Gk8fPiwTfE8diCEIDU1lbH19fTpUxgbG2PatGl41l0fiR+/MG4w5Q/OglpVynadDYWZKLrgjD52VzpcL6e+vh4yMjKwtbXFrl27eOobHh6Offv2IS4ujmmdreN8ysrK8P79+38slbeL8UMaPP9UOQNCCCZNmoS5c+di9erV7XdgM0Z5eTnH7bP8/HxUVlZCUVGRwWHv37+HkpISFi5cyGQY8atDU1xcjP379+NCXk80NdQDAoI88ReFQuHrt11WVgYPDw+cO3cOjo6O2LhxI8e6fZ2F1kYyL/wFdLzml5OTEwoLC3Hq1Cl+p8+E1nE+oqKiWLp0KXbu3NmlBuM/hH+2lhY35Qxyc3Ohp6cHMzMzxMfHQ0pKiuH50dHRgb29Perq6nDkyBGuz0tHv379cOfOHWhqasLX15ehYfO10UIIQWVlJYM8du7ciZSUFEyaNAlNTU2M42VlZXy7oFm51tv7IRVecEb3PjroNbpFXbO1a/3Lly+Ql5dHUVERy+Cz3NxcODs7Izw8HNra2vjrr79Yrnv+/PmQk5ODgIAA0tLScPv2bb70Haqrq3H//n2ERd5HjMREUAT/HqO9dVY9vY7atw/Qe4lPm3XyCi8vLxw9ehSbN2/GunXreOq7cuVKDB48GLa2rOd58+ZNLFmyBAC40vP5F+JHYsAO19ISJM3YYaGHxSP78T2J58+f45dffkFGRkanSzy0RkNDAz59+sTgqgsXLiAvLw8aGhoMY+nTp08QExPjyF0qKiqQlZVleTMsrWmAidd9RuIBr/wFcP/bbmxsxOHDh7F7927MmTMHO3bsgLy8fAc+Ie7xNVfzyl8A/xyWlZUFIyMjpKSktAn76ChqamqgpaUFCoUCJSUltnE+/2Kw5S+eV0g3WrgN4BKmANUPTkNzlgOAfizbEUKwceNGbNy4Ee7u7qDRaHj06BGuXbvGiKUwNzfHpUuXsHHjRp5LGtDT06lUKnbv3o3Hjx+z9NBQKBT06tWLUUJi4cKFMDQ0xOLFi5nUdtm5oFNSUpj+361btzZBink9tUCl9gK395QWfZDXkDG3+Xue+FsA7eHDhxg6dGgbY6e6uhpeXl4IDAzE+vXr8ejRI4we3VYyn77uoKAg6OvrY+/evcjJycHq1atx/Phxnq1/cXFxzJo1C4VSOkhkEyTKCo3F2ah8eBFylltZrpMXFBYWwtvbG/PmzWPS4uEGVCoVN27cgKurK9s2tbW1mDhxIo4dO4ajR4/C3NycZZzPf/j+wCt/iQgKQCAlAulCT4GRvHkKW2P48OGYOHEifHx8sGPHDr7HaQ8iIiJQU1NjVP0WFBTExYsXcenSJUYbQghKS0vb8NfTp08RFhbG+H9NTQ0jk7b1K1O4HwjhzrvCir+A9n/bhBCEhYXB0dERAwcORExMzDdPoeZGrJIOVvwF8M9hjo6OsLOz63RjB2jJXi0rK0NhYSFiYmLg6+sLR0fHNnE+PyL4MukWGfeDrkovHI7NREx6CShoEeWigzQ3oHt3UUzQlMPa8QOQY0TFjBkzEB0dzVLo6PLly3j37h2Cg4MBtJQcMDExYQTcvXjxAiEhIRAWFsbw4cOxatUqWFpawsTEhKutpbFjxyImJgZHjx7Frl27oK7e/sUXHx+Pfv36QUNDo40mRbdu3dC3b1+OsS6tXdCtXxlFNWju3n61dzpqUu+30Qepb6bh3K0YvL32ByOYbd26daDRaKBSqXj79i2eP38OJSUlmJqaIjs7G7t27QKVSoWZmRmkpaVBo9FACAGNRmO8lJSU8Ntvv8HAwABxcXGIi4tDnz59mNqw6sfqvXr9BaD1Gc7VGpvKP6H48nZITVqF7qp/x8TwIvTWGq6urli+fDkUFRXx4cMHnvomJCRASUmJccNgBbp+BV3Px97eHsHBwXB1dYWdnR0jzoffIrP/oWvRHn/RU4wnaitg7fgB6C0yAmPHjoWUlBTs7TkHNnPCrl27MHz4cFhbW6N3794dXwgXYKXFQ6FQICcnBzk5OQwdOpRt37q6Ooa3iL6NlpeXhydNwmiS4O4Gzoq/gP/nsJsxeBNyoA13FBcXIzExEfX19RgxYgRkZWUZSsOcOKez32sYtgC0Pu1vR7HjL/o6eeWw2NhYJCUl4fz58zz14xZZWVlQVFSEhIQELCwsYGFhwYjz6d+/PyPOp3///l1y/n8SfPuwvpYDj3/1Hk9fpkJZTgpvnt5F0q2TDDeerspMVFVVwczMDA8ePGC6mZSWlmLTpk0ICwtjKeJGoVAwbNgwDBs2DFu3boW6ujqqq6uxfv16FBcXY9asWbC0tMS4cePYbsGMHTsWmzdvhrGxMaytrblaX2hoKGbPng1BQUG2aqWcQKFQIC0tDWlpaejo6DCO55x+ioK0Yq7HqU2NhuTIeW2OC4qKo59SP4SFhWHGjBnQ0tJCWloabty4ATExMdjb20NNTQ0CAgKMV01NDQAwxBxbv0d/Xb9+HXFxcTh48CA2b94MExMTTJo0ifE+u35Ay/7+hw8f8OHDB9yuVUA5F+trrixG0cWtkBy1AD2HmLZ5v6q+ievPCgCSkpJw+/ZtpKWlISwsDElJSTz15yQ2SMfr16+ZsrO6deuGxYsXY9GiRYiLi4Ovry/c3NxgbW2NdevW8Rx39h+6HqzKGYTejsSksaMQE3oeZ3aux0j9v29eUVFRGDNmDCQlJbFy5Uq+ztmvXz9YWVlhx44dOHr0aGcthSM4qS23B1FRUairq7d5QFx++imiueQwdvwFAEI9xNFfpT+DVyorK3Hz5k28ffsWFhYWGDNmDISFhdlyDic+6oz3dkQX4vHHLyznTkd7/AXwxmFUKhWbNm3Cvn37uixG6fXr120cDyNGjMD58+eRl5eHgwcPwtDQkCs9n38bOrxpR5cDHyPbAMuDG7HGwwML91+GVI+zTO0WLVqEyspKTJ48GfHx8YwnnE2bNmHhwoVcCXOJiopi3759OHjwIF6+fImsrCyEhITAxcUF79+/x8yZM2FpaYlJkyYxGU9VVVWoqqqCu7s7V18cIQShoaG4c+cOkpKSkJKSwuOnwho1NTWoKePe2Kn/+AbUmjL00GybUqo/SBMrzM2xdetWLF++HK6ursjIyMDBgwcxa9Ysluvs378/1qxZg3nzWBMQAJibm2PmzJl49eoV7t27h0mTJmHq1KmM7bCqqiqkp6e3eb17946xFaipqQl5xcEo/3+BVUKjAvQXoYE0NwICgqDWlqPoogvEh0+HuL45y/lIdOc+jogQAhsbG3h4eEBSUhIyMjIoKyvjqX9oaChCQ0M5tmNXJZ1CoWD8+PEYP348Q89HW1sbs2bNgq2tLXR1dbmey3/4NqDzFwA82LcCqzdMQpT7bShJOzO1U1VVxd27dzFu3DhISkpi7ty5fJ3P1dUVGhoa2LRpE89b8/xAUVERpaWlaGxsZCuAyi1oNFrLtn32OwDtJzVw4i8AGDpIEzbz56Ompgb79+/HwYMHsXr1akRFRXWJcCCv6J1SD3z80iH+AnjjsBMnTkBCQgJz5szpjCWwBDv+Alqu871798LNzQ2nTp3C0qVLOer5/NvQabOXlJREZWUlevbsiW7duiElJaWNu3TdunWoqKjAlClTEBcXh8TERCQmJuLVq1dcn2fhwoXw8fHB1atXMXfuXGzZsgVbtmxBbm4url27hr1792LRokUwNzeHpaUlxo8fj6VLl8LAwAAZGRlcGVbPnj1Djx49oK2tjZKSEr7ry9TV1SExMRHR0dGIiYlBcnIyBsxYA8F+Y0GFANsfEkWgZZuu9tV99NAwaSOG1l1IAO4q2QcAACAASURBVFq9xXHz5k1ISkpiypQpcHFxQVhYGEdSMzIyYril2amnUigUHD9+HEOHDkWPHj0wa9YsTJkyBUOGDEFubi6qq6uhoaEBTU1NaGhowMLCgvF3a5I6FJ2B/ZFvAEFhVD68hMqHFxnv1b6OgeSoXwEKBc0Vhaj86yIq//r7/T72V5nWyS2uXLmC6upqLF++HEDbelrtgX4dcjJMGhoa8OHDB2hoaHAcS0NDA4cOHYKHhweOHTuGadOm/Rfn852DzmFfvnxhmQAwcOBAREREYMqUKRAXF+erbIGUlBScnJywZcsW3LhxozOmzRGCgoJQVFTEp0+feBblI4Tg7du3DP6KjY2FnJwc+k5dAaEeEmii0vjiL6Dlt62h0BMnT56Em5sbxo8fj6SkJJ4FErsSWooSEBEqRFHMeb74C+CNwyorK7Ft2zZERER0qUfl9evX7V67PXv2xPr167FmzRrcvHkTfn5+jOy4lStXcp3F+72B5ywtdqipqYGCggJOnz4NR0dHrFu3juV+NyEEDg4OiI2NRVFREc6cOcOyBhQn3Lt3D6tXr8abN29Y3uALCwsRFhaGkJAQPHjwALKyspg0aRKAlpIK7cHFxQWEEOzZswdZWVmYNGkSV4qUjY2NePLkCYMgnj59Cl1dXUyYMAGmpqYYOXIkvtAEGZH/FfHMPyQAkBz1K3qN+Q2kuRF5fyyG3GxniPZjNhy7CQngN7E32OvhBj09Pdy6dQsyMjLtzg8AFi9ejFGjRsHa2hqlpaVtPDUZGRnIzs6GtLQ0Pn/+jEWLFuHLly+Ij4/H7du3MWTIEK5u1lu278Lleh0QAf5tal4yHOrq6qCtrY3Tp08zisBmZGTA3Nyc6wKO7u7uqKysZFuCAgBSUlKwYMECvHnzhrtF/D8aGxsRHBwMX19f1NfXM+J8+E0P7mL8GP7rFnDNYbNnz8bixYvx22+/4fPnz2xjsBISEmBhYYHQ0FC2iQCcUF9fD21tbZw6dapNweKugImJCfbt29fuXAkhyMrKYvBXTEwMevToweCvCRMmQElJiZG9VBRzli/+AgBhAUD0rifEhSnw9fX9R0pvtAdOYpXcghcOc3BwQHl5eZdWXgdaBFlPnjyJ4cO5i7Gk42s9HxsbG46xjv8gOi8tnW1DQiAsLIxjx47h9OnTEBMTw+3bt9m2HTRoEKqqqpCVlcXXXuW0adNgbm6ODRs2sG0THx+PuXPnwtnZGSEhIfjrr78Ynp+ZM2eyNRLoN05DQ0PU19dDUlISdXV1bW70zc3NSEpKYhBEQkICNDQ0YGpqClNTU4wePZplCmqHBNBAQPKSMbTmKTIzM3HkyBGMGTOGbfv6+npkZmYyDJrIyEi8evUKFAoFhBDGFhTda6OpqYkBAwZAVFQUu3fvRmRkJKKjo+Hq6oqEhATcvXu33e8rKSkJU6dOxVTPa4jPruR7nWaDFbnWsPD09MSLFy+Yalt9/vwZAwYMQHk5N9FEgL6+PgICAjB27Fi2bS5evIiQkBC+a2jR9Xx8fX3x6NGj7zXO56c0eKysrDBq1CisWrUKzc3NHA37qKgoLFq0CFFRURwDf9nhwoUL8Pf3x+PHj7s8PmL+/PmYNWsWfv311zbv5ebmMvgrOjoaNBqNwV8TJkxg6xXqCIeB0ICPKfCepQlLS8vvOj6kY1wNmA3mTofn3bt3GDlyJF6/ft1hkVtOaG5uhri4OEpLS/muoUWP8zlx4gTGjx8POzs7jBw58nv6Hrve4AFathCcnZ3x+vVrhISEoLS0lKUHJjY2FosXL2aUMbhy5QrPe4MpKSmYPHkyMjIyWLrXampqoKenBz8/P8ycORM0Gg0yMjLw9PTE/fv3ce/ePRgaGsLS0hKzZs1i3HDevn2LyZMnIzc3l0F48vLySElJYfxLJ4f4+HioqqoyyGHcuHGQkmo/A6sjAmhobsS2UeL43/gRUFVVZXzG+fn5bTw16enpDFc23ahRUVGBs7Mz3r59iz59+nC8SGk0GszMzDBy5Ejs2LEDCxYsgJCQEM6dO8f2ZtDY2IgRI0bAwcEBuuNndGCdDZgi+AZHPJ3bzcT79OkTdHV18eTJE6bMAiqVChEREdTX17d7feXk5MDQ0BAFBQUcz+fm5gYBAQG29dd4AT3O58KFCx2O8ymtacDV5x+RVliFqvpmSHQXgpaiBOYOV+FHx+i7Ya5OANcctmnTJigqKmLnzp2ora1tt31ISAg2bNiA2NjYdrc4vwa9RpKjo2OXlyext7eHoqIiHBwcUFBQwPDeREdHo7q6msmDM3DgQK5uXB3hMCHQcOl3Y4zoL8fPcr4pOsTV1EYEzR+EycM1221qYWEBExOTNvUOOxsZGRmYOnUqT1XV2YHbul3cohM57NsYPP3798f8+fPR0NCAuLg4BAQEtHGjfvnyBXp6evD19YWZmRlmzpwJBQUF/PnnnzzHNVhZWaF3797YvXt3m/dWr16NhoYG/Pnnn4xjM2fOxOLFizF37lzU1tYiMjISISEhiIiIgI6ODiwtLZGfn4+6ujr88ccfjD3sqVOnQl1dHa9evYKMjAyDHMaPH8+3CNa5RznYFf4G9c3cf8RCFBqW6UqgPy0fN27cQGxsLJSUlJCRkYGePXu28dRoampCTU2tTfbauHHjsGXLljaV1VmhsLAQw4YNw9mzZ2FiYoKJEyfC1NSUrXqxm5sbUlJSEBYWBgqFwne9HZuxfXBlz0YICQnh4sWLkJaWZtt+6dKlUFJSYllaQ0ZGBmlpaZCT40yu/v7+ePXqFU6cOMGxHV2mn1PgN6/4/Pkzjh07hoMHD/Ic59NFlap/SoNn+/bt+PLlC06dOoWSkhKu+pw8eRLu7u6Ij4/nWXU7Ojoav//+O968ecMyQ7UzUFpaCgcHBzx//pxR8HTcuHEMI2fw4MF8P5nz89vuLiSArdM7XmPqW4JfDjMQ+oi7R7bh0qVLHLcu7927B2tr6y69DugIDQ3FyZMncfPmzU4bk0qlMuJ8cnJyeI7z6QIO+zYGj76+PoyNjSEjI4OmpiaIioq2EdlycHBgKIACLSJuZmZmGDZsGAICAnj68X38+BF6enpITk5mquQbGRkJa2trpKSkMH3o3t7e+PDhA/744w+mcRoaGnDv3j1cvXoVZ86cgZycHBQVFZGfn4+ePXuCRqNh9uzZcHBwgLKyMi8fCVvQaDRo/rISjYN/gYCQCOcPmkYDoTWhOu40VBtyoKmpiQ8fPqBPnz5wcHCAhoYGT2JR+/btw4cPH3Do0KH2G6PlB7l06VIkJSUxKj/TtW5a49mzZ5g+fTqSk5OZtmh4qTRMa2qAvWl/bJw2FM3NzdiyZQvCwsIQGhrK0vvx5MkTzJo1C+np6Sy3DzU0NHDjxg1oaWlxXOP48eOxefNm/PLLLxzbaWpqIiQkpEtqaPEa59OFFZx/SoPH19cXqampuH//Pk/6TX5+fggMDER8fDzPD0Dm5uYwMzODjY1N+425QGVlJR48eMDYpsrOzoa6ujqamppw+vRp6OnpdWpldq6vQQDdhTu3Wvq3BLfrBCEQotCww0IXi4z7ISoqCosXL8bWrVuxfv36Nve35uZmDB06FDt37mxXDqMzsGvXLlRXV3dZDS1e43y6iMPY8lenpor06tULlZWVEBMTw8SJE3H//n2m958+fYqzZ88iICCAcUxMTAy3bt1CfHw8zwqkKioqsLa2hpubG+NYeXk5Vq5ciT///LONhUlXXG6N3NxcXLp0CVeuXEFUVBQjvoi+NSUhIQFFRUWIiop2qurlli1bkB11BhZi2RAqeg1CbQKaG5kbNTdCEDToywvi2LxBKH0UiuTkZFy+fBkNDQ2ws7ODoaEhz8qY06dPR3h4ONoxdhmYNGkSli9fjsWLF0NGRgbh4eFwdnZm+n4bGhqwbNky+Pn5tYlHWWTcD8GrjGE2SAEiQgLoLsR82XUXEoCIkADMBilA6U0wBgmXAgCEhITg4+ODnTt3YuLEibh8+TJTP0IINm3aBE9PT7Zy/dxkapWUlODly5eMwHZ2aGhoQG5uLs/bF9yCrueTlJSEw4cP49atW+jbty/c3NxQWFjI1Pbvp852CBgAIUBdExWet9/i3KOcLpn7j4BevXqhvLyc59gGW1tbzJ8/H2ZmZqioqOCp7759++Dp6clzPzpqa2tx584dbNmyBYaGhlBRUcGBAwcgJyeHwMBAlJaW4siRI+jevTuGDRvWqcYO0P5vW1igJXDXbLACglcZ/yuNHYB7DtPq2QDdkmjGOqdMmYLExEQEBQXBysoK9fX1TP2OHTsGeXl5JiX/rgSnlPTOAF3PJzk5GSIiIjAwMMCcOXOQkJDQ5n7zj3AYIYTTiydYWFgQc3Nz4u/vT2pra0nPnj1JdXU1IYSQhoYGMmTIEHLhwgWWfYuKioiGhgbx8/Pj6ZwVFRVEXl6eJCcnE0IIWbhwIdmwYQPLto2NjURMTIwcO3aM/P7770RdXZ3IycmRuXPnkiNHjhAXFxeyZMkSRvvm5mby4MEDYmJiQsTFxYmmpiZxcXEhz58/JzQard251dfXk9evX5Nr166RPXv2ECsrK2JiYkJ69epFABBFRUViampKJCQkyIGjJ8nSPWdJ/9/cyYDl3kT9N3cSGJdJSqvr24xbWlpKxMXFSWNjI0+fFR00Go3069ePpKamct2nqamJjBkzhuzevZsQQkhsbCyRk5Mjr1+/JoQQ4uzsTGbPnt3u51JaXU8C4zLJpksvyNTdYWTYugCmda5atYocOnSoTb+kpCTSr18/4ujoSJqbmwkhhFy4cIEMGzaMUKlUtuebPn06uX79Osc5nTx5ksyZM4djG0IISU5OJtra2u2260ykpaWRNWvWkF69epFly5aR5ORk8jK3nGi5RRCpydakm+IAAkEhIjZkIunrdIvxkrXYQoRkVAilmygRllElcv9zJX2dbhEttwiSnFfe3mnb44V/04trXL16lYwfP54MHz6cl26EkJbf1IYNG8jo0aNJbW0tT32XL19OtmzZwlXburo6Eh0dTbZu3UpGjRpFxMTEyJgxY8j27dtJXFwcqa9vyxcfP34kioqKPM2JHySnvyfjVu8iKnNdySSPq8TmUhJbDvs3ozWHLT/1hGy69IKxzvj4eGJkZNSmT01NDZk3bx4ZMWIEyc3NJYQQUlZWxnTv+hbQ1dUlz549+2bnq66uJgcOHCDq6urE0NCQXLp0iTQ1NZGXueX/x96Zx9WYvn/8fVrspUQlsoRijKUsGZRIpOwNkX1XEUmWsu+SbcZOjEEKLbaQLVtkXya7LClSEaK95/dHv85I53TOacHMdz6vlxfO8zz3c5865/Nc93V/rs8l6Fg7KsxfcnKYVD4o1oBn8ODBgpmZmbBp0yZBEAShXbt2QkhIiCAIgjBnzhyhW7duBT4Qnz9/LtSoUUPYunWrQvddvXq1YG1tLezdu1eoV69eHsJJSEgQ9u3bJzg7OwsNGjQQVFRUBFNTU2H16tXC7du38zwsLSwsJD4cd+7cKfTr10+IiIgQpkyZItSpU0eoVauW4ObmJly4cEGIjo4WTp06Jaxfv15wdXUVbGxshDp16gilS5cW6tWrJ3Tt2lWYNGmSsHHjRiE0NFTQ1dUVatWqJcTFxQnVqlUTNm/eLHTu3FmoV6+eEBwcLMTExAg6OjpS329AQIBgbW2t0M/oazg7OwtLlixR6Jro6GhBR0dHOHfunCAIgrBjxw6hVq1aQkhIiKCjoyO8fv1aofH27t0r2NnZ5XnN29tbmDBhgsTz4+PjhQ4dOgidOnUSoqOjBX19feHs2bMF3mPw4MEyP0/dunUTdu7cKXO+vr6++eb7rZCQkCAsWrRI0NPTE34as1KoNe2QUKWXh1Clt6dQwbhLHsKo5vyHgJKKoN1njlBj6kGhyq+zBZFKaaH6+J1CremHhDE7rsi63fcOUr5LwHP8+HHB2NhYMDMzU+QyMbKysoTBgwcL1tbWQlpamtzXvXz5UqhUqZLw/PnzfMfS0tKE8+fPC/Pnzxfat28vVKhQQTA1NRWmT58uhIaGyhVcZWZmCqVKlVJoTorgw4cPwowZM4RKlSoJM2bMED58+FAi9/knIC4uTtDQ0JD4nMvOzhaWLl0q6OrqCmFhYcLEiROF0aNHf7O5ZWRkCGXKlBGSk5O/2T1zkZmZKQQFBQlmZmZCjRo1hPazdheKv2pOOyQPh0nlg2K1TdTQ0ODTp0/ilLClpSUnTpxAX19f7I5ckEanRo0ahIaGYmFhgbq6OnZ2dnLdd+zYsaxcuZJRo0axd+9eTp48Ka5CiIqKom3btnTo0IEdO3Zw+PBhPn78iIuLS54xEhISuH79OlZWVvnG19fX5/nz56iqqmJiYkK5cuWIiIjA19eXlStXAqCjo0PTpk0xNzenXbt2GBkZYWBgkK9KbeTIkbx9+5Zr164xcuRIKlWqhIeHB56enjg6OlKqVCmys7NJSkoiNTVVYgn46dOnFfYu+hq2trYsXrxYoaqA6tWr4+Pjg4ODAzdu3GDgwIHcv3+f3r17s3HjRoXLKUUiEdnZeYWARkZGnDhxQuL5lStXFqfvGzduTIsWLQosyQfZW1rJycmEhYXx559/ypxvbg+t74HcCsihY8Zj5h2GIEA5o9YApL1+TFZGgvjcrI+JKJUpT9k6OVWQ5eq2QKRamsykVyiX1+D0g3gSk9MK1YX+3wwNDQ0+fPhQ6EIEJSUlfHx8+PXXXxk4cCC7d++WawupWrVqODo6MmvWLHx8fLh+/bqYv8LDw6lbty4dOnTAzc0NMzMzhV2Ii2I+WBCysrLYtm0bs2bNwtLSkps3b0o1NP1fQW5xREJCQr5CCZFIxJQpU2jatCl2dnakpqby5MmTbza3J0+eULVq1UKXoxcFysrK9OzZk549e3Ly/GVGHnpdaP4SBArNYcWi4UlITmPDmSfcLm/Cu0b2BMSqseHME1qadeDEiRMMHz6cRYsWySX4NTIyIiQkBEdHR0JDQ2We/+nTJ06fPk1KSgrJycn06tWL1atXo6Wlxfr160lMTCQkJITJkyfTrFkzLCws8ul4AA4cOEDHjh15/fo1x44d47fffsPZ2ZmOHTtib2/PxYsXGTx4MHv37iUtLQ17e3sCAwNJSEggMjKScePGERcXx4oVKzh06BDPnj3Ld4/jx4+zc+dOJk2axPz58wkJCcHCwoL79+8zYcIEcXCkpKREtWrVpPbAKY6Ax8LCgps3byrUegFyAqU+ffowbNgwBEEgPT0dHR0dAgMDycpSrHRTSUkpJ834BQwNDXn48KHUa1RUVJg4cSLp6elcvXpV3HBWGmQFPMeOHaNVq1Zy6aBKev9bHuy/EyfzIVpKty6qWvp8fhSBkJ3F54cXEamoololRzyY28H5P/yNhOQ0jj7PItWkH6/q9WCi/w02nHlCYnKaQuOoqKjg5+dHYmIiY8eOzff5/hrZ2dncunWLChUqsHv3bjQ1NRk2bBgvX75kzJgxPHv2jOvXr+Pt7Y2trW2hWy5IaiJaFJw4cQITExO2b9/O/v372bFjx/98sAM5QY0sDuvUqRONGjVCXV2dKVOmkJKS8k3m9iPwF8CjLC1KSel7CbL5CwrPYUXK8OQrJxMqQ9XKXEuEyBMPEYD3ht2pkXxfoYZ7xsbGBAYG0qtXL/bv30/r1q3Fx1JTU7l06ZK4CuHGjRtUq1YNQRCoW7cu7u7u+aqHvkTLli3566+/OHXqFC9fvhT71oSGhpKWlsbly5fzlHZ369aNWrVqiavBJJUKa2pq4uHhgYeHB0+fPiUwMJB58+bh4OBA165dsbOzo1mzZvTt2xdNTU127NhBfHw8AQEB9OjRQ+I8a9SowYsXL6hbt26e1+Pi4oiJicHY2Fjun6cklC1bFgsLC44dOybRkKwgLF68mLZt2+Lq6oq/vz9Xr15l4MCBuLu7F+hS/DWUlJTyZXhq165NTEwMaWlpUks0p02bhqurK3Z2dvTq1Ytr166xePFiiYGAlpZWgRU3wcHBcgsGv2eGJxf3X3+Q6fwqUlKm/M8dSDiwDCEzHZGyKpV7TkOpVE62sLBd6P+N+JLDBEFApc4vvAeCb8ZSRuU1K088VLisv0yZMgQHB9OxY0emTJmCl5eXOLMtCAIPHjzI065BU1OT9u3b4+DgwNOnTwkLCyv291mUJqJf4t69e7i7u3Pv3j28vLzo3bv3j2Q490PAyMiIhw8f0qaN5B5iR48eJSYmhsjISBwdHTEzMyMoKKjEA8Yfgb9ANofJ4i8oPIcVOuCRVU6W+v9vqLRBS94qtWRXxHOFFPpt27Zlx44d9OzZE29vb168eMHp06eJiIjg559/pn379syaNYvq1atjbm7OyZMnef/+PQMHDsTBwQFlZWWePHkiNuD78k9aWhpjx46lefPmGBkZYWtry5EjR3jy5Eme8vYvoaGhQVxcnLjpqTTUrl0bNzc33NzciImJISgoiJUrV3L+/HmysrKoVq0alSpVYvz48VKDHfg74PkaYWFhmJmZFUsTt9xqLUUDnlKlSrF9+3YaNWrEwoULqVatGoGBgfzyyy/UqVMHZ2dnucaRFPCoqqpSs2ZNnjx5kq+jL8DFixc5c+YMGzdupEKFCly5coV+/frRpUsX/Pz88vn1FJThycjI4PDhwyxZskTmXFNTU3n+/Dn16tWT672VFD6kZso8J+XZTZJOb0PHYTGldOuQ/vox8fvmo9J3LqV0DP5/HMW60P8bIS+Hhd6N4+zDBIVKqtXU1Dhy5Ajm5uZkZ2fToEED8TZVqVKl6NChA927d2flypVizsnIyKBhw4aEhobSqVOn4nqbQNEzPPHx8cydOxd/f3+xc31Je8b8U2FoaMiDBw8kHsvIyGDSpEksX74cTU1Ndu/ejbe3Ny1btpTp11NUREZG0qVLlxIbX17I4jB5+CtnHMU5rFBPTWlGTAkHvUl9dovsjFSUy2ui3soOtSadyQQWhtwDkEkYWVlZ3LhxQ7wCSk5OZsSIEQwaNAhXV1fMzMzE5eZZWVm0a9eOXr16ERERIQ5m9PX1+fjxI9WrVxdna5o3b86AAQMwMjJizZo1KCsrM3/+fCDH6dnMzExqsAN/r5BkBTxfolq1atja2vLnn3+SnZ2NsbExycnJ3L17lwsXLvDnn3/SrVs3ie7MNWrUkJiZKI7trFzY2Njg6elJVlaWwuWqPj4+mJqasmnTJsaOHYumpiYhISG0adOGWrVqYWtrK3MMSQEP/L2t9XXAk52dzcSJE1m8eDEVKlQAcnQ9R48eZdq0abRo0SKfX09BAc+ZM2eoV6+eXFutDx8+lKjJ+tZQLyP7K5seF0Vp/YaUrpoTnJWuakgpPSNSnt0UE4YiHZz/jZDEYdL4S/iiJBZkc1h0dLTYzTgpKYnVq1djbGzM2LFjmT9/PrVr15aYFVFVVWXx4sVMmTIFS0vLYi0h19fXL5ReJC0tjd9//52lS5fSv39/7t27R+XKlYttXv9GGBoa4ufnJ/HYhg0bqF69utjvSyQS4e7uTtOmTenbty+enp6MHz++RLJmd+/eZfLkycU+rqKQxWHy8FfOOIpzmMIanlvRSSwMuS/RdVK9VR+qOW6lxqS9aP86k6SzO0h7ndO4MSUjm4Uh97n9Mq/fRHZ2Nrdv32bVqlX06NGDypUrM2TIEKKjoxk1ahTR0dGsWrWKo0eP8vLlS37//XcGDRpEy5YtUVNTIyIigjt37hAeHk7lypXx9PQkMzOTqKgoHj9+TEhICCtXrmTs2LHi5nft2rXLo+PJ3T4rCIqukN6/f8/UqVMxMTHh1q1bGBkZsWXLFt69e8e1a9fo06cPgYGB1KxZE2trazZv3pzH3VVahqc4Ax59fX2qV69ORESEQtdduHABX19f9u/fT+fOnRk9ejSCIGBgYEBQUBBDhw7lxo0bMseRJFqGnJSwpBXSrl27ABgwYECe11VUVPD29hb79Xyp6yko4AkODpbb7OtHSQfndHDO+doK2Vk5Haq/6FYtZGdRumo90l7eJT0uxz4+/fUT0qIjKaVdC1C8C/2/DdI4rCD+AukcFhcXh5+fH2PGjKFevXoYGxtz8OBBWrZsyYkTJ3j48CGvXr2iTJkyGBgYFPgw6927N+XKlRN/1osLivKXIAjs3buXBg0acPbsWc6dO8dvv/32X7AjB6TxV2JiIvPnz2fFihX5PgNWVlZcvHgRHx8fhg4dWuy6nszMTB4+fEiDBg2KddzCIJfDCstfUHgOUzjDszbsMamZksWpparU/OJ/IkSIyHz3itK6OTqU1Mws1oY9xrV5BXF6NywsDA0NDdq3b4+VlRUODg7Ex8fz4MEDNmzYgKurK2/evKFixYq4u7szbNgwOnTogK2tLU5OTty6dSvfNsPdu3dZvnw5y5cvlzjP1q1bc+3aNVJTUxGJRBw9elRcbSUN8u6BZ2ZmsnnzZubOnYu1tTXVq1fn6dOn7Nq1iyFDhuDt7U2TJk1o0qQJgwYNIjk5mZCQEAICAnB3d8fY2Bg7Ozs0NTXzBTyxsbEkJCQUut+SJNja2nLo0KE8OqmC8PnzZ4YOHcratWupXLmyuNPxpk2bGDNmDK1atWL9+vV0796dixcvFpg1kyRahpwV0tdBWHJyMtOnT2fv3r1SWy44ODjw008/iXU9ixYtkhrwZGdnExwcLLUi7GtERkZK3GL71vi1WXVWnsgRRL6/4JenW/WnyNPibtUV2/YnPmgxWZ+TUC6rTsVf+lC2tgmQYz38q4n038u/HdI4TBZ/QQ6HrQq9R1eNV2IOi42NxdzcnPbt2+Ps7MzPP/+c7zN67NgxLC0tUVdXp1u3blLnJhKJWLZsGf3796dPnz5SXbYVhSIansuXL+Pq6sqnT5/YvHkzlpaWxTKH/xXUrVuXqKiofJnzOXPm0KdPH6ku7QYGBoSHhzNixAjMzMwIEFVQGQAAIABJREFUDAxUuF2JNORWaJUrV65YxisKcjmssPwFhecwhQKehOS0/xf3ST8n8dg6Pt05iZCZRimdOuLSMshxSzx6K5r9nu4Y1tRDU1MTU1NToqOj2bVrF4cPH84jGO7SpQtGRkbUrFkTFRUVPD09OXr0KLNnz8bW1pZ58+ZJ1FTMnj2bhg0bMm7cOIm21mpqajRo0IArV66QnJxMw4YNZXarlrVCEgSBI0eOMHnyZHR1dTl69CjBwcEcPHiQ6dOn4+vri6GhIYMHD85zXYUKFejbty99+/YlJSWF0NBQAgIC2L9/P+np6SxfvpzevXtTu3ZtTp8+Tbt27RTuOVYQbG1tcXR0lNiPTBI8PDxo2bKlODNSpkwZ9uzZQ9u2bfnll19o3Lgxv/76K0+fPsXW1pZz585JrSyRtqVlZGSUr0x86dKltGvXjl9++aXA+TVt2jSPrmfbtm0kJiYiCEKeVdW1a9dQU1OT2XIiF5GRkQprnUoClSuUpp1hFY7fi0PDbAAaZgMknqferBvqzfI/WEUiaG9U5X+2JF0WhxXEX5DDYSfvvSb63g6szH9h+/btGBsby9x+atiwIQcPHsTGxoY9e/YUmKVt06YNzZs357fffiu2ZpLyZHhevHjB9OnTOX36NAsWLGDIkCHF7sz8v4Dy5ctTpUoVXrx4IX7+REZG4u/vz927d2Veu3v3bpYvX46pqSm7d+/GwsKiyHP6UTLU8AWHZSnOX1A0DlMo4Nl3TfYKQauzE5WsxpAWc5/UF3cQKefdZxMEAU2TLuiVjs/T5NLQ0FBqe4BcLFiwgKSkJJo3b06tWrVwcnKSeJ6uri4uLi54enqKe3Z9jdw2E8+ePZNrW0NfX5+bN29KPHbnzh3c3Nx4/vw53t7edO3alYiICFauXEmtWrUwNTVlyJAh3Lp1q8B0dtmyZenRowc9evTg7du3VK1alXv37mFqaoq+vj4ikQhra2uZc1UEpqamxMbGEh0dLbNK4OzZs+zdu5fbt2/ned3IyIgVK1Zgb2/PlStXqFChApMnT+bJkyfY29tz8OBBiSJrWRqeXDx//px169ZJ/fl/jVxdz/Tp0zE3N0dJSYlPnz6JdT+Q00RPETv3H6WkE8DZoi7nHiUUqoNzGRVlnCzqyj7xXwpZHCaLvwDKlinDr1O8GWNeR6F7t2jRgj179mBvb8/hw4dp0aKF1HMXL15MmzZtGDFiRLFsI+no6PD27VvS09Pz6dA+fvzIkiVL2LBhA+PGjRMXBPyHwiNXuFy7dm0EQWDSpEl4enrK9bsUiURMnjyZJk2a0K9fPzw8PIqs6/mR+Au+H4cplCqQpyQWcsrKyug3JOtjAh9vhOS9oWpprPuNwM/Pj7lz5+Lg4ECzZs1kBjuQ80EYOXIkr169QklJicxM6WpvNzc3wsLCuHr1qsTj5ubmnDlzhgMHDsgV8EhaIb1+/ZrRo0djaWlJt27d+Ouvv+jWrRvJycn069cPQRBYv349w4cPx8fHRyHiqlSpEhUqVGDx4sXExsbi7e3No0eP2LRpEw0bNmTWrFncunVLps+HLCgrK2Ntbc3hw4cLPO/Tp08MHz6c9evXo6Wlle/4oEGDaNWqFePGjQNyfldr1qwBYNy4cRLnKS3g0dXVJTU1lXfv3gE5fcdcXFwUKttUUVFh2bJlLFy4kPT0dLZt25bnuCL6ndTUVF68ePHdK7Ry0URfA0+b+pRVVSzTV1ZVCU+b+jSurljvtX8T5C3rl8ZfULSy/vbt2+Pj40O3bt2IjIyUep6RkRH29vYsXLiwUPf5GsrKylStWpWYmBjxa5mZmWzatAlDQ0NevnzJrVu3mDt37n/BTjHgy0VbSEgIz58/l7pAl4bi1PX8SBke+H4cptDd5CmJzYPsbDLfvZIwTuFKYtPS0hgyZAhr166lfPnyDBkyRKrZXYUKFZgzZw7u7u4SH7Zt27blwoUL6OrqYmBgIGGEvPhyDzwlJYVFixbRsGFD1NTUePDgAePHj0f1/82UXFxcyMjIYNq0aaxbt45u3boVKjOTK1xWUVGhTp06lC5dmlevXrFlyxY+f/5Mz549qVevHlOnTuXy5cuFDn5yy9MLwrRp02jdujXdu3eXes6aNWuIiIgQb0epqKjg7+9PeHi4RD2VNNHyl+Zd58+fJzw8HHd3dwXfVQ769+9P3bp1xdUvmZmZPHjwgPfv39O8eXPZA4B4pfa9K7S+xMBWtfDo0gBRVgayGoKLRFBWVRlPmwb/2OaNxQWFOEwKf+WMU/iy/m7duuHt7Y21tTVPnz6Vet6sWbP4888/i82N90sOCw0NxdjYmF27dnHw4EG2b99eoN7uPyiGXOFyeno6kyZNYsWKFeLngyKoXbs24eHhpKenY2ZmJrGQRR78KBrELzGwVS0stT5AVjqyklfFxWEKBTwFlZNlfUri090zZKenIGRnkRJ1jU/3zlCmZhMJ4xSuJHbOnDkYGBgwfPhw/P39ef36Nc7OzlIf9MOHDycuLo6QkPyrNC0tLcqWLYupqalc99bT0+PVq1fs3LmT+vXrc+3aNSIiIsR+CrkICAjg8OHDaGtrU6tWLa5evcqyZcsUfq8JyWmUMe7KotMxDN9+hXG7rmDYw5mklEx++eUXvL29iYqKYs+ePaioqDB48GBq1qzJxIkTOXfunEKux507d+bMmTNSVxBhYWEEBQXl6XIvCeXLl2fPnj24ublx//59IKfb/OHDh1m9ejUBAQF5zpcmWoacFdL9+/eZOHEiS5YsKZLYrnr16vz+++9cv36dLl26sGvXLnr06CG3FupHSwfnQvlpOOUvbaaTHF3o/8mdqosT0jhMEf7KGadoZf0DBw5k2rRpdOzYkVevJAdVOjo6TJw4EU9PzyLdKxfVq1fn4sWL2NjY4OTkxLx58wgLC5M78FcEue77E/1vMHz7lUI7V/9TkbtgW7t2LQYGBtjY2BR6rPLly+Pr60u/fv0wNTVV2JgyMzOTR48e/RAVWl8iMTGRfYsnsMRKV2YX+uLiMIU0PDnlZK8lp4RFIj7eOELisXUgZKNSURtNy1GUM2yV57TClpOFh4ezbds2sQ6mbNmyHDhwgA4dOjB9+nSJ5nEqKiosXbqUKVOm0Llz5zw6EkEQSEtLk2srDeDq1asIgsCyZcvYuXOnxB5OMTExjB07loyMDJYtW4aDgwMhISEKPay/dH7N0G7Bq0RlSHwDlEGlsgmtl57K4/xqYmKCiYkJCxYs4O7duwQEBIjbXPTs2RM7OzssLCwKXF1oampibGzM6dOn830xk5OTGT58OBs3bpToF/Q1cs0I7e3tuXTpEmXLlkVfX58DBw7QqVMnqlWrRqtWOZ8JaVtakLNC2rdvH6VKlSqyWFhLS4uMjAyxrsfLy4tVq1bJff2Plg4GePv2LW5ubuzfv5+WLVuQmJzGvusvuf/qIx9SM1Avo0r9qmr8alL9f1agLAlSOUxO/oLiK+t3dnYmKSmJTp06cebMmXymmQCTJk3C0NCQy5cv07Jly0Lf682bN9y/f5+DBw+yYMECgoODSyRjmc99/4ufc2Gdq/+JMDIy4t69e9y8eVNiKyNFURRdz5MnT9DT0/shKrS+xJQpU7C3t6ef1S/0g2/CYSIZ2yB5DiYkp9Fm6Sm5dDxSkZXBzCZpDOvfR+4V9qdPn2jatClLlizJ11A0ISGBdu3aMXjwYIkVDYIgYGFhwaBBg/K0t7hx4wZdunTB1NSU/fv3S713VFQUU6dO5dKlS6iqquLr6yt+YH+J7OxsOnXqxLNnzxgyZAhnzpyhXbt2zJw5U673CLKdX3MhEuUItwpyfn38+DEBAQEEBAQQFRVFt27dsLOzw8rKSqJDqpeXF8+fP2ft2rV5XndyciIlJSWfBqYgCIJA//790dTUZP369eLXDx8+zMiRI7lw4QIGBgZcuHCBKVOmcOHChXxjbN26FWdnZ86ePVuguFMeODo68vPPP+Ps7ExsbCyGhoaULVuW33//nX79+sm8vlevXvTv35++ffsWaR7FidGjR1OqVCmxTqqY8W/qFVDsHFZaRYnwqR2KhYQFQWDKlCmcO3eOEydOSNTPbNmyhR07dhAWFqawcDU1NZXVq1ezbNkyGjZsiKGhIZs3by7yvCWhOPnrn46srCxKly7N6NGjWbduXbGO/fTpU3r27EmTJk3YuHGjTOuCwMBAtm3bxsGDB4t1HkXB2bNnGTBgAJGRkYXuD1cApH5JFNrSyi0nK7RYPDubOmVT2fTbCho3bszevXulrvC/xNSpUzE1NZXYPb1y5cqEhoayceNGNm7cmO94rq/F7Nmz+fTpk/j1oKAgevXqxblz5yTOISkpCXd3d1q0aEGTJk148OABTZo0ITY2VuIcV61axbNnz1BXV6d8+fJ8+vSJ6dOny3xvufjb+bVgsgDyOL/uvPRM4jl169YVa3uuX79O06ZN8fLyQldXFwcHBwICAvL8PHJ1PF8GwCdPnuTgwYMyPYq+hkgkYtOmTRw/fpy9e/fmuceMGTOwtbXl3bt3UjU8AOfPn6ds2bJFDnYgr/nggQMH6NmzJydOnMDDwwN3d/cCxe/w42V4Lly4QEhISLEJWv+XUFQOK+6yfpFIhJeXF40aNaJnz56kpqbmO2fo0KEkJCRw6NAhuccVBAF/f38aNGjAxYsXCQ8PZ8KECSQkJMi+uBAobv76pyO3/LwkrCxydT2ZmZm0bdtWpq7nR+OvtLQ0xowZw+rVq0si2CkQChu6OFvUpYxK4bwZlEUCDUUxXLp0CS8vL7y8vGjatCmBgYFSH3wnTpxg//79/P7771LHrVatGsePH2fevHns3r073/GWLVtiZmaW58EdFBTEoEGD0NLSylMtkZGRwdq1azEyMuLdu3f89ddfzJgxg3Llykn1srh9+zYLFy7k7du3zJw5k0WLFrFjxw65+10V5F796e4ZYjaP5cVyO2I2jCQ1+i/xMWnOr1+jRo0aTJgwgbNnz3Lv3j3Mzc3ZsGEDenp62NnZ4evrS/Xq1RGJROIv6ocPHxgxYgSbN2+Wq5P411BXV8fPzw9nZ2eioqLErzs7O9OlSxd69+5NVlaWRA3P06dP2b9/PykpKXIFxLLwZcCTW47epEkTrly5ws2bN+nSpYtUN+bU1FSio6N/mAqt9PR0xowZw8qVK8UtVv6DYigKh5VEWb9IJGLDhg1UqlSJ/v375wvAVVRU8PLyYurUqTKDc4BLly7Rpk0blixZwtatWwkODsbQ0LDYO6bnoqT5658GQRBwdXWlYcOGvH79ukTuUb58eXbt2oWDg4NMXc+PpkFctmwZdevWlbtKtjihcMBTlHKyPvWUuR12EJFIhI2NDZcvX2bRokUsXLgQExMTgoOD8zwA379/z4gRI9iyZYtM/UidOnU4evQoEydOlFhxtHDhQlauXElcXByPHj0iISGBVq1aif14BEHg8OHDNG7cmKCgIEJDQ9myZUue3lmS3EpTU1MZMGAAenp6uLi4MG/ePBYvXpyvy3lBkOb8mvL0Bu/C/qCyzUT0J+1FZ8ASVDTyGiSmZmaxLuxxvmulQVdXl7Fjx3L8+HGioqLo2rUrvr6+6OvrIwgCs2fPJjExEXd3dzp27Fgk35/mzZvj6emJvb096enp4teXLVuGhoYGixcvlhjQuLu74+rqiqamZrF0eM4NeJKSkrh48aL4PWlpaXHkyBGMjY1p0aIFt27dynftgwcPfogeWrlYsWIFNWvW5Ndff/3eU/nH4kcs61dWVmbnzp2kpqYyYsSIfN8LGxsbdHR02Lp1q9Qxnj17Rv/+/bGzs2P06NFcvXo1j8FhcXVM/xrfkr/+CThw4ACvXr2iU6dOefzEihsikQg3Nzd27NhBv379WL16tcQF5I+U4Xn8+DGrVq1izZo1JdIvTBYKZdk7sFUtPG0aUFZVWaFyshn27bh69SqfP3/+/2MiunbtytWrV5k7dy5z586lefPmHDx4EEEQmDBhAjY2NnTu3FmueTVq1IgDBw4wdOhQzpw5k+dYnTp1GDRoEPPmzROv8pWUlDA3N+fAgQNYWVkxefJkvL29OX78OE2a5K/OkLRCmjZtGmXKlEFVVZXPnz9To0aNPFohWSjI+fX9+V1UbNOf0tXqIxIpoaJWGRW1vF4+ggCnH8QXqvpBS0uLYcOGcejQIV6+fEnfvn0JCwujRo0a/Pnnn/z0009FXqG4uLigp6fHtGnTxK+9S8mkvdMiHlRqxWvDnnkqOM6cOcPVq1dxc3PDyMioWAgjN+AJCQmhXbt2eXQSuavnRYsW0bFjx3xN/36kcs6oqCi8vb1Zu3btdyGLfxMKy2ElqTkpVaoUAQEBPHnyhIkTJ+Z5eOVuzc+ZM4fk5OQ813348IHp06fTrFkz8Xdm6NCh+VyStbW1effuHWlpxVcp9T3563tCWhXaq7cfcXNzY+XKlTRo0EBq1/TiRMeOHbl48SLbtm1jyJAheaptcyu05HWUL0kIgoCjoyPTp0+nZs2asi8oARS6R8HAVrXwH91KoXKyChUqYGxszPnz5/OcKxKJ6NGjB9euXWPGjBnMmDEDQ0NDjh07hpeXl0LzMjU1xc/Pjz59+nDt2rU8x2bOnIm/vz++vr706tWLV69eERISwokTJ+jZsye3b9/G1tZW6sPk6xVSaGgoe/bsISoqChcXF3bs2MHmzZsVehhJc34VsrNIe/WY7M/vidkwipdrh/A2dD3ZGfmJQQTsu160lZu6ujpz584lLS0NTU1N3N3duXr1KvXr18fMzIxVq1YVygNCJBKxbds2AgICWON7kNE7rtJm6SnWnn1Gln4zlPSbEHwzllUnHtJ66SlG/hHB+NnelC1bNp/jcmGRG/AUZDbYr18/ibqeHyUdLAgCTk5OTJkyhVq1an3v6fwrUBgOK2mUK1eOQ4cOce7cOebMmZPnWPPmzbGwsGDFihVAzsNs48aNGBoa8vr1a27fvs2cOXMoX768xLFzzQel6RALgx+Fv74VbkUniTls5YmHBN+M5dT9N2IOa7ssjHKdJqDToGWx8Zc8kKbr+ZEqtHx9fYmPj2fChAnfbQ4KNw/9Eo2ra7BhYHOFysksLS05ceIEnTp1yjeekpISvXr1onXr1tSvXx9NTU06duzI3Llz6dy5s9yBhKWlJZs2baJr166cOnVK7D+gpaXF6NGjWbZsGRcvXqR///4MGzYMXV1drK2tZRpDfZnhSUhIYNiwYVSvXh0rKyvmzp3Lpk2b0NbWlmuOuZDm/Jr1KQmyM/n84AI6A5ciUlImPmAB78P90WyXtx9XUZxfv0TZsmWpVKkS9erVY968eUCOwOzEiRMEBASwYMECDAwMsLOzw87OTu5tu0qVKjF88TaW3UhCSSVOok1eau7PQKcBm5+qoHPpmdSuw4pCS0uLhIQEsS+GNOTqenL7cPn5+REZGYmDg0OR51BU7Nmzh9jYWFxdXb/3VP5VKAyHlTQ0NDQ4duwYZmZmaGho5PmdL1y4kObNm1O3bl0WLlyItrY2ISEhmJiYFDDi38jlMEk9BguDH4m/ShqyqtByOEyJjxUN6Lf5Ei7m1Xnw4EG+Pn4lhXLlyrFr1y5xQ2dfX1/evXv3QyzY3r59y+TJkwkODpZb21oSKJY7a1UoLXdfGUtLSyZOnCj1eO5KdtSoUSxZsoR9+/bh5uYm3vKysrKS68PTs2dPPnz4QOfOnTl79iy1atUiOzubFy9ekJWVRVhYGJcvX6ZOnTq8evWKs2fPynyAV6tWjVevXpGZmcmoUaP4+eefiY+P5+XLl1hZWRXYBVkapDm/ilRzSFatWTdUKuT4c6i16CmRMADeJhfedjwXR44cITk5OU/riNKlS2Nra4utrS0ZGRmcOXOGgIAA2rZti46ODnZ2dvTu3ZuGDRtK/b3svPQMv/tpiFRKy/AEBkRKpGZkszDkHt31DXn48HiR35eWlhZv3rzBxMSEKlWqyDz3yJEjeHh40Lx5c7Kzs1mwYEGR51AUJCUl4erqSkBAQKHcWv+DbCjCYd8C2traHD9+HDMzMypWrMjw4cOBHIsONTU1nJyc2L59O927d1foYVrcOp7i4q+ED5/Izs4u1sbIxYm/q9BkF1EI5FSh/XY2GtWfOpCQkCCTd4oLubqeJk2a0L9/f4yNjWncuPE3uXdBmDZtGr1795bb6Lek8M1DLVNTUx49esTbt28lGm3t2rWLBw8esGvXLpSUlOjbty92dnbs2bMHFxcXKleuzNy5c+nQoYPML/rgwYNJSkrCyspK3Ffp4cOH9O7dm9jYWHFLiVzhci6pSEOpUqWoVKkSq1at4uHDh8TFxeHh4aFQY8uvIc35VblMBZTV5O+9dfRgIBUnWaOnp4eenh7VqlWT+O+qVatKFOAmJSUxevRo1qxZw/jx48nKysqnAVBVVaVjx4507NiRNWvWEB4eTkBAADY2NpQtW1ac+TExMRH/bnIrOOIu7efTnZOkxz+jfIN2VO6as2oVsjJIOLCMtFePyfrwBp3+iyhTszEpGdkEP1ci/c1nuX8G0qChocHnz58LbIvxJXJ1PY0aNWLw4MFcv379u66SPDw86NGjh8xO8f/h34UaNWoQGhqKhYUFgiBw5coVAgMDcXV1Zfny5RgZGSmcOSjuSq3i4q9TRw9RdlwHqlatKuYqaTympqb2TTVst6KTmDzXi3c3j8vNX5BThVauzUCOXr7LINt232y+kKPruXTpEsbGxnz48IGUlBSZfj0lhQsXLnD48GGZneK/Bb55wFOqVCnatm3L6dOn8/nqvHz5kkmTJnHs2DHKlCkjfl1ZWVls/Obn54ejoyO6urrMmzcPCwuLAu9nY2PDhg0b6Nu3L15eXsyaNYutW7dibm5OYGAgdnZ2mJubs3TpUrnmX6VKFRYsWMDPP/+Mra0tXl5eBAUFFbrhXn1dNVSVQNLCoUKjjny8doiyBs1AWYWPV/dTrm5+X5oyKkpMcx2L/TYPYmNjiY2NJSYmhtjYWB4+fMjp06fFr8fFxaGhoZGPTI4fP07jxo0xMjJCR0eH8PBwiW7SuVBWVsbMzExc7n/lyhUCAgKwt7cnKyuL3r17Y2dnxx+PVUnNzEKlghYVW9uT8vQ6QkZ6nrFKV2+IWvMeJATndctOzxZIqW1GWlqaRLNEeZEr/mzXTjHSady4MQYGBsyePZtbt26xZMmSb56OvXjxIsHBwT8EWfyHb4+aNWvSp08fRo0aRa9evbh//z6VKlVCRUWFadOmERwcrNB4+vr6PHr0qNjmV5D7viL8NX3CSIbsmi3mqS957Pbt2+J/x8TEIBKJpC7ocv9dtWrVPM+QomBt2GOyy2kqzF8AKKmw60YCg2yLZSoKoVatWlSrVg01NTXatGlDUFDQNxcL59porFq16oew0fgum2mWlpacPHkyT8AjCAIjRoxg/PjxGBsbS7xOWVmZAQMGYG9vj6+vLyNHjkRfX5+5c+dibm6e59x3796xYMEC/vjjDyZNmkRcXBxr167F3NwcdXV1vLy8cHZ2pnv37tSvX5+PHz8SHR1dYEfujIwMYmJiaNSoER8/fuTOnTuMHj26UCvv+Ph4duzYwZYdfmRYeYBy/q2Kim36kZXygZhNYxCpqFK+vhkVW9vnn1dmJubVVdHU1ERTU7PAbERWVhbx8fF5gqKwsDD++usvWrVqxfDhw3n27BkWFhYys0XVqlWjYsWKiEQiWrZsScuWLVmyZAm3b98mMDCQkeNc+WQ5HZGKKuWMWgOQ9voxWRl/m5+JlFVRb9Ej5z9fpbMFAcoYNOfaXw9o3azwadmLFy9SqlQphYPSyMhImjVrxvr16+nfvz/W1tb4+/tL7BZfEsjIyGDMmDGsWLGiUF5I/+GfC0EQ8PPzY/r06ZiYmLBr1y5cXFy4f/8+rVu3Zvz48axZs4Zz584VuDD5GtWrV+fUqVPFNs9fm1Vn5QnJwlx5+SstI4OaWa8oXdoAAwODAps5C4LAx48fxdyVy2NRUVGcP39e/PqrV69QU1OTGRhpa2sXuIjJrUIrZ6g4f+WcoMTD5FIkJqd9cy1YZmYmT548ISIigo0bN9KqVSt8fX3zWBWUNJYvX06NGjV+GBuN7xbwfO2KvGHDBt6+fZunfFkacptlOjg4sHPnToYOHUrt2rWZO3cupqambNiwgfnz59OzZ08iIyPR1dVFEAT279/Ps2fPSEtLo1OnTtSuXZtNmzbh7OyMubk5586dK1CgOn/+fMqVK8eNGzdwcXHh+PHjCrWOyMrKIjQ0FB8fH06cOEH37t1Zv2oZu16U5/i9uHxCOJGyClqdndDq7CR1TBFQOf01bZoPplOnTjg5OWFubi415ausrIyuri66urqYmJjw7t075s+fz4EDB8TZsvDwcMaMGcOhQ4fyBEaxsbHcu3cvzwosIyNDIqE0aNCAbrXbEvgoXWL2Sl6IRLA74mmRAp6goCCqVKki1VxQGnJL0rW0tAgJCRHreoKCgmjatGmh5yMvVq1ahZ6eHvb2+R8S/+Hfi/DwcCZNmkRGRgbbt28XZyY1NTXp1asXoaGhNGnShAULFuDu7s7Fixfl3uIpbg1PrnN1UfjLoPRnxo92o3z58jg5OeHg4CB1cSISiVBXV0ddXb3AZpjZ2dkkJibmC4xu3rxJSEiI+PXExES0tbUlcpienh6X3ldApnW0DAhCNvuuv/zmGrHHjx+jp6dH+fLlmTRpkljXM23aNCZMmFDi24JRUVEsX76cK1eu/DA2Gt8l4GncuDHv3r0TZ1QeP37MzJkzOXfunEKiTBUVFYYOHcqAAQPYvn07dnZ2JCcn07BhQ06ePEmjRo3E537+/Jl3797RuHFjHBwc8Pf3x8vLC2trawYNGkTzNu35I+Ill5Vv8CE1E/UyKtTXVadPs5wqjQsXLrB582bKly+PoaEhmzZt4sKFC3LN9+nTp2zdupUm4HA1AAAgAElEQVQ//vgDXV1dRowYgY+PjzjFVzH6HSfvxpKF4u6vZVSV2ezch5qz+rJjxw4cHR0RiUQ4OTkxaNAgmdbdEyZMoHfv3nm2Bk1NTXn9+jVKSkoys1cfP37k1atXeQKjly9fEhERwZ0KzcjQ+Vnh9/QlBCVVHrx+V/jrBYHg4GAMDAwKFfAMGDAA+FvX06xZM6ysrFi9enWJVm89e/aMpUuXcvny5R+GLP5DyeLp06dMmzaNCxcusGjRIgYOHJhHxGttbc3vv/9Oly5dOHPmDAMGDGDFihXs27ePPn36kJCcxr5rL7n/+oNEDoPi1/BAjnN12IM40vN7D8pEGVVlVo6y5ufZfTlx4gTr1q1j+vTpDBw4EEdHx0L7xygpKVGlShWqVKlS4OIkIyOD169f59tGO3v2LLGxsTzRbkuWfrNCzSEXgpLKd6lC+9pw0NLSkkuXLtGrVy+uXbvGxo0bS6xcPbf4yN3dvdgqAosD3yXgUVJSokOHDpw8eZJBgwYxdOhQPD09C92+PjIyEl9fXypVqoS9vT3BwcG4u7uLMz4Ax44do2XLluzbt49u3boxatQofHx8+KVrP2wXB/NaqTYZpdJ5ePNvj4rc7r5tDDQ5vdaTPn36iLNECxYswMjISOqcUlNTCQwMxMfHh1u3bjFgwACxk/OXyMrKYuMiD0rFZCE06fV3ebYc+Nr5ddy4cTg7OxMWFsa6deuYOXMm/fr1w9HRMU/wl4sDBw4QHh6ez2FYWVkZa2trDh8+zNixYwucg5qaGmXKlKFChQpoaGhQuXJldHR00NPTIzpBm6LXjkHix8KPcufOHbKzs6ldu7bCAY8kDx57e3vq169P7969uXbtGkuXLi12XY8gCDg7O+Pm5lZgev8//Dvw/v17Fi1axJYtW5gwYQJbt26V6qXTt29fPnz4gJWVFefOnWPZsmWMmb6I0M81Ofs45/NdUIfyRtV0SEpKKrIu7kvE/nWRj2e2U8F8MBnZ8gfnX/NXp06d6NSpEy9evGDTpk1YWFjQsGFDnJyc6N69e4lUKKqqqqKvry9VyjB8+xVO3X9T5Pu8T0mXfVIxQxJ/1apViwsXLjBq1Cjatm1bYrqePXv2EBMTw6RJk4p97KLguxXE5+p44uPjUVFRKZQZUWxsLDNmzCAkJITZs2czatQoVFRU8Pb2ZuvWrfTp04dGjRoxd+5ccbPQ0qVLExQUhJWVFb2mrOB+1U6kpmfltFdVyVu9lBt8nHoQj5KlK3sv7qJFkyacO3cOR0dHiXO6efMmPj4+7N69GxMTE0aPHk2PHj0kCuhSUlJwcHDg48ePRAQGcuDu2yJ3GxaJRLRv35727dsTExPDli1bsLa2pk6dOjg5OdG7d29KlSpFYmIijo6O+Pn5SSRXKysrtm/fjomJCXFxceI/b968yff/9+/fo6WlhY6ODjo6Omhra6Ojo4NaeT1eZRT4K5QLHxPjCn1trtmgSCRSKOBJTU3lxYsXEq0Kcv16cnU9fn5+VK4sf0WKLAQEBPDs2TOCgoKKbcz/8OMhMzOTTZs2MW/ePGxtbblz5w56enoyrxs5cqS4+nTCmn1kt3fh+P03SGoSncthoXfjOPswAU+b+lStWpWYmJhiCaa3b9/O1KlTCQwMJEpJr1i6pdeoUYMFCxYwc+ZMAgMDWbVqFS4uLowePZpRo0bJ9TMqLkirQlMUylnf3kk6MjISW9v8auly5cqxc+dOVq5cKfbr6dChQ7Hd90e20RBJ6r3xBYq2eVkAnjx5gqmpKSKRiMuXLyuU9vr06RPLly9n9erVjBw5Eg8PD4kK8LS0NHx8fFi8eDFxcXEcOHBA3Edp46l7LD5yP1+QUxCUhExSLuxCKeoCMTEx4teTkpLw9fXFx8dHbEg4dOjQAh1x3759S/fu3alRowZ//PGHuFT89ssk1oU95vSDeESQJ+NTRkUJgZxuzU4WdeXu6ZORkUFwcDC///479+7dw8bGhnv37lGhQgXMzc0lBjRpaWlkZGRgbGyMrq6uOJj5MqDJ/VOpUqV8JewAG848YcXxB6RnCQjZWZCdRdJ5X7I+JqLVZTwoKSNSUkbIzAAEYjaOQstmAmX0fwZlVUQiESqibBJObedu4G+FIjoTExNWrVrF+fPn+fDhA0uWSKikkICbN28yYMCAPI1lv0ZWVhYeHh7s2bOn2HQ979+/p2HDhvj5+dG2bdsij1dI/Jv20EqMwwoLQRA4cuQIkydPRldXlxUrVhTqs9PX4zcuZ+qDsvwcVlZVidJ3Q1g9/leFqxa/hCAILFmyhI0bN3L06FHx1lNJ8BfkNGhev349fn5+WFlZ4eTkRLt27Up8u3fDmSesPPGQ1PSMQvEXgCgrg171SrFilE2JzvVrNGrUSLxolYZTp07h4ODA1KlTmThxYrH8PB0dHREEgQ0bNhR5rEJC6pv4bgFPWloa6urqeHp6MmvWLLmuyc7OZufOnXh6etK6dWuWLFkiV6B0+PBhnJ2dycjIoEWLFgwY78GsM29Jyci76ZyREE1i6HrS4x6jXLYimu2HiauLcqEqEojd4U5S1G3Onz+Pj48Phw4dolOnTowcORJLS0uJD/8vER0djbW1NdbW1ixbtkyi2ZY8zq+5wrwvsy6SMjC5f6uoqKCpqcnHjx9JSkqiRo0amJubY2pqmieo0dbWpmLFilhYWDB16lRsbBT7ogqCwOXLl1mxbjOXtG0RqZQi6dwu3l/I28m+Ypv+aJgN4OW64WR9yJs2rjbWBxWNHMv/F2uGUE9fl/DwcIUqrZ49e0bLli159eoVW7Zs4erVq2zevFmua319fQkODmbPnj0yz/X392fcuHHFousZP348aWlpbNq0qUjjFBH/BTwlhDt37uDm5sbz58/x9vama9euhXrI3IpOwn7zRVK/qgiQh8OUsjMZUy+FqSP7Feo9ZGVlMXHiRM6cOcPRo0clLkRKyrn6/fv37Nixg3Xr1gHg5OTE4MGDZWoVC4uE5DTaLD1F3OkdheIvACUhi1E6z5nuOr5E5igJmZmZqKmpkZiYKFOn8+zZM3r16kXDhg3ZtGlTkXQ9Fy9exM7OjsjISJkNv0sQUr9Q321La+HChejo6MhdbhsWFoabmxuqqqr4+/vTunVr2Rf9Pw4dOoSjoyMuLi5s2rSJST7HUK7RFER/BxpCdhZvAuajZtwFnX7zSX3xF/EB86hapSaqlaqJz8sURKi36kPdunVRV1dnxIgRrFq1Su4tjb/++gsbGxsmTJiAm5tbvuMZGRnEx8cTFxdHzc9xlEn9O2g5HxdHwBdBTEJCAurq6vmyLtra2rRq1SpfRqZcuXIkJCTQqFEjQkNDiYqKYu3atURERODo6IilpWWeD6mtrS2HDx+WO+BJTU3F39+fNWvWkJiYiLOzM+U0dAh78g4NswFomA2QeF11J8kdoEWinNXg1To1qFq1Kv379yc4OFhmQJmL/fv3061bN5SVlcX9tOSFIk1D7e3tadCggVgMWFhdz+XLl9m3b1+BWaX/8M/E69evmTVrFsHBwcycOZOxY8cWKd2/NuxxPu8beTksW6TM0efZTC3EfVNTUxk0aBDx8fGcPXtWKn+XlHN1xYoVxVrFM2fOsHbtWrFW0cnJSaJWsSgQV6FlKc5fkMNhBqVTePn4frHOSxZyK7TkCV6KS9eTa6OxfPny7xnsFIjvEvBcuXKFjRs3Mnv2bEJDQ3FxcZF67qNHj5gyZQo3btxgyZIl2NvbK7Qiys7OZv/+/YSFhVG2bFkGjBjL2vhTpGd9tTJKjCYr+S1qLXoiEokoW6sJpav9xKe/TqFhPkh8ngCUqmXMZKvajBs1VK65pKSkEBcXx9GjR5k2bRq//vorqampuLi45MvKfPjwgcqVK+fbNtLW1qZRo0Z5/l+lShWJrskFYdy4cQwYMAArKysARo8eTXh4OGvXrmXu3Ln8+uuvODk5YWJiIm4psWbNmgLf5/Pnz9mwYQM+Pj40a9aMOXPmYG1tjbKyMreik7i0+VK+bJo8KK2shJNFXZYeMcLS0hJfX19cXV357bff5Lo+KChIHFQWJuDJrdCSB40bNxbrejp37oy/v79Cup7MzEzGjBmDt7e3RAfy//DPREpKCitWrGDFihUMHTqUBw8eFPlhIK1DubwchkjE84wKCnvDJCUl0bNnT7S1tTl69GixGfsVBiKRCAsLCywsLIiNjWXz5s1YW1tjYGCAk5MTdnZ2CnOjNDhb1OXco4RCcVgZFWX6NFRn78aS75r+Jb6u0JKF4tD1rFq1iqpVq9KvX+Eyh98C3zzgSUlJYfDgwfz2229YWFjg6elJZmZmvhXx27dvmT9/Pjt27GDy5Mn4+voWyho7IiKCSpUqYWhoCOR095X47JaY+BZIj3+e71UlJSXuJJfn0aNHMreS4uLiyMjIoEKFCrx//55mzZohCALJyckYGBjwyy+/5MnCaGlplVg/mb1793Lz5k22bdsmfk0kEtGmTRvatGlDXFwcPj4+9OzZEz09PfFebGRkJD//nLe8XBAETp48KTY/Gzx4MBcuXKBevXp5zmuir4GnTX25+9DkQpksMq8GoDGqIYaGhkRFRbFv3z7atGnD6tWrZYrcExISuHHjBh07dgQKF/Ao2k6iUqVKhISE4OnpSYsWLQgMDJRqovk1fvvtNypXrvxDNCr9D0VHdnY2u3fvZvr06bRs2VLct684IK1DuSIcJgiCQt4wMTExdOnSBQsLC1atWvVD9bzS09Nj9uzZeHh4cODAAdatW4erqysjR45k9OjR1KhRo0jjF5bDhIw0OlUTsGpmzMJv1DU9F4XhL5FIxKRJk2jatCkODg5MmTIFV1dXuRb1uTYaERERP7SNRrEHPLK8IDw8PGjSpInYTK169epcu3ZNXD6enp7O+vXrWbhwIb179yYyMhIdHZ1Czye3OisX0rr7qmpVR7lcRT5EBKDeoiepL26T+uIvytTMnyIVlFTYf+Y8p9Z55MvCNG7cON8W086dO1m0aBERERFydzUubrx584bx48cTHBwsNXDU0dHBw8ODqVOncvjwYdatW0d8fDzjxo1j27Zt1K5dmw8fPvDnn3+ydu1aVFRUGDduHDt37ixQW5NbiaFYBUdD3lR5jJmZGS4uLly6dAkNDQ1CQkJo3bo1tWrVokePHlLHOXjwIFZWVuL3qkjAk5KSQnR0dL7gTR4oKyuzZMkSTExM6NSpk1y6nhcvXrBo0SKFDOT+Q8lAHi8bWTh//jyTJk1CEAR27dqlkBOyPCguDpPXG+bevXt06dIFR0dHpkyZ8sN+RlVVVcX9/O7du8f69etp2rQp5ubmODs7Y2lpWehArTAcNrS5Lr9P6IuhaDrx8fF8/vy5xHxvvsbdu3fp2rVroa7t0KEDERER9OrVi+vXr8vU9eTaaEyaNKnYgvqSQrGJlm9FJ7E27DFnHsYDX3tB5KjzG1YScXnbPG6dPii25584cSLa2tpMnz6d/fv34+7uTp06dfD29s6XVVAUgiBQr1499uzZIw40CvJVSH/zlLfHN5IR/5xSVeuiXK4iKKtS2SZ/NkE3K4FLXkNk3n/mzJn4+/tz7Nix7+apIggCffr0oU6dOnL3DMvFli1bmDNnDp8+faJixYokJibSuXNnxo8fX6CjsyQUpoJj+/btuLm5oampKe4BdOXKFWxsbDhy5AjNmzeXeK8ePXrQt29f8bZUamoq6urqpKWlyZyzPBVacr3f27fp1asXPXr0wMvLS6KuRxAEevToQcuWLZkxY0aR7leM+DGfaIWDXBwmD3/letk00ZesW3ny5AnTpk3j0qVLLF68GAcHhxLJhBQXh1nW18ZnSP7eVl8iPDycXr164eXlxZAhBfPdj4jk5GR8fX1Zu3YtKSkpODo6MnTo0EJvKyrKYVFRUXTq1IkPHz4QGhr6TRzaQb4KLVn4/Pkzo0ePJjIykqCgIKlVx/v27WP27NncuHGj2LYRi4iSrdLaeemZXJEv2dmUUlFiVreG4oj54MGD4pYNCQkJeHt7i0vHi4o7d+7QrVs3nj59Kn7ITfS/QfAX5oIF4fWOyZT/2RI14y75jlX++ISra6Rrj3I1GXfu3OHQoUNoa2sX7k0UA/z9/Zk7dy7Xr19XaN89KyuLwMBA+vfvT6VKlTA1NeX58+ckJyczduxYhg8fXij/mdwKjtM3HnL73iM6tzcvsILD39+ffv36ERoaKtYe7d+/HycnJ8LDw/MJ7D59+kTVqlV5/vx5HmIrX748r1+/Rk1NrcD57dq1i/3798tVoSULb9++pX///mRmZkrU9QQFBeHh4cHNmzeLzQiuGPA/FfDIy1/S/GOSkpJYuHAhW7duxdXVlUmTJpXoSr64OKx7Y11+6y/dRfjAgQOMGDGCHTt2FBsnfy8IgkB4eDjr1q3j8OHD2NnZ4eTkRLNmhXNRzuWwBb9vw7xjZ7Q11KRy2OvXrzEyMqJNmzYcOnSoxLcDMzIyUFdXl6tCSxYEQWDVqlUsXbpUoq7n/fv3/PTTT/j7+39PG42vIZW/ivyTzyGLe6RkyAh2AJSUSM+GhSH32HnpGTExMfj5+XH16lXs7Oy4efNmsX6xcrezvlzR53T3lfy20988RchMJzsjlfcRgWQmv6NCo475zlNVgrQ3T6Xe99OnT/Ts2ZNXr15x6tSp7xrsxMXF4eLiwh9//CF3sJOQkMDSpUsxMDBgxYoVNG7cGG9vbw4ePMjt27fx8/Pj7t271K1bl8GDBxMREYGMwDkPcis4htVXonrUIVbaN2WMeR2pWwb29vZUrlyZfv36ERgYCORkcNzd3bG1teX9+/d5zj927Bimpqb5VnHybmtJcigtLHJ1PS1atKBFixbcuHFDfOzjx4+4uLiwcePGHynY+Z+CIvwlCJCSkSXmr4yMDNasWYORkRFJSUn89ddfzJgxo8S3LYqDw8hMR7e0dBHu5s2bGTNmDCEhIf/4YAf+1iru2rWLhw8fUrduXXr37o2pqSl//vknqampCo2Xy2FpZzaxoqdhgRymq6vLsGHDiIyMZMiQIWRkFIMbawF48uQJ1apVK5bPoUgkwtXVFV9fXxwcHFixYkUerp8xYwY2NjY/UrBTIIoU8NyKTmJhyH3i/q+98w6L6mrC+HuXBSkWmn1BjYq9GwuooCIC1uRDjQXsiKgxYE3sBTX2Aogl9pLYIFixAQqKDcWCoKggCCJFpcOW+/2x2XWX7Q1Qz+95fIz3nnv2bNh9mTMzZybmX2Qc+A0pG4Yj+9wWsTE8dglywgKRum0M3m4ZifdHFqCYzcOyfx+jY79hsLa2RteuXdGqVSutl+g/c+aMWP4OwO/uK4vCp+FI2+GOtO3jUJISh7q/rALFlDw6SlEUPj8MkzpHdnY2+vfvD0tLS/z7778qd+jWJjRNY/r06Zg8eTK6deumcPz9+/cxYcIENG/eHAkJCTh9+jRu376NadOm4fLly8Jx3bp1w4EDB/Dq1Sthb7KuXbvir7/+QlFRkdLr43K5Sv/M27Zti9WrV2PmzJnYu3cvAH4fMAcHB7i5uYmJiKC6cnmUNXhUOZKuDIK8nj///BNOTk44duwYAGDJkiUYMGAA+vTpo7XXIiiPJvq18uxTtOntgpCQEFy+fBl79uxB/fr1K2Td2tAwMBhoV0Pyu0rTNFauXIl169bhxo0b+PFH+SGvrxFBCsXr16+xaNEiHDt2DFZWVpg/fz5ev36t0lzKalj79u1hZ2eHjx8/4qefflJJJ1VF2/oFfMnrOXLkCNzd3VFUVCQso6FqmkRlopHBExCRhBIOF8zqFqhlOwrV2w+QGJN7yR+8knw0mLoTVrOPw8xxKgCAS1Nw9t2MtWvXYuDAgbh27ZomS5HgzZs3SE9Ph52dndh1QV0FaWkcZv0mwcrnH1jPOYW6I1dA30yyoBZFAQ42tfE+JQlcrvgOKTk5GXZ2dujXrx/2799f6WW1jx8/jhcvXmDZsmUyx5SWluLIkSPo0aMH3Nzc0Lp1a7x8+RL79+8X5se4urri0qVLEu/XwsICc+fOxcuXL7F69WqEhITAysoKPj4+eKHEqQQOh6N0TZ0WLVqAx+MhIiICfn5+WL9+PSiKwtatW1GtWjXhiTI2m43z589LTWhWxeDRlodHlJEjR+LatWtYsmQJxo4di7///hsbNmzQ+usQlEMT/Srj0Gjl5oMrV66gQ4cOFbpubWiYeXE6PmeKn/bicDjw8vJCSEiI1BOX3xp6enoYOnQoLl26hNu3b4PH46Fbt25wdXXF+fPnJfROGspqWIsWLfD69WsEBwfDzMwMAwcOxKdPn7TxNiTQlX41atQIUVFRAABbW1tMnDgRGzZs+KrKaKht8IjWgjBuYQtjm55gGIlXu2TnpKHo5R1YOM+CnnEtUAw9VKv3X28iioG7aYXIKSgV9tXSJsHBwRg2bJjUD+MMh2YwZKremRzgx/Bn9msOS0tLvH//Xnj90aNHsLOzw8yZM7FmzZpKP8mQkZEBHx8fHDx4UGq4JC0tDYsXL0ajRo1w6NAh/PHHH3j16hXmz58vkWdiZWUFFouFmJgYqa/FYDDg4uKCs2fP4sGDBzA0NESvXr3g5OSEkJAQcDgcqc9xuVylDR4bGxu8ePECNjY2iIqKwsGDBzF//nzo6enh77//RmxsrHBX2qxZMzRs2FBiDmUMnuLiYqSlpelM7Nu3b4/bt2/j3LlzMDMzA4+n/DFXgvbQWL8YDCR8ZiC3sOKbQgKaa1gXo2ykpX0xeIqLi+Hm5obXr18jMjIS9erV09ZSvwqaNWuGjRs3IjU1FSNGjMCyZcvQrFkz/Pnnn8jKypL5nLIaZmNjg8TERDCZTGEysb29vdjvEG2hK4MH4NfrOXz4MBo3boykpKSv7nOitsEjsxaECKXpiWDWqoNPN48iddsYpP81A4UJ0cL7FIBTsWno2bMnnj9/rlWLt/xxdFEEdRWM9FV7+6LdfVksFlJTUwHw+5E4OTlh69atmDWr4sqHy4KmaUybNg2enp5iSXk0TSMiIgJubm5o37498vLyEBERgcuXL2Po0KFyv7iCqsuKaNy4MdauXYu3b9/Cw8MD69evR5MmTbB69WqJL7cqBk+LFi2QmMgv3tWwYUPcuHEDN27cwJQpU2BoaIhz585h586dWL9+PYYPHy51DmUMnsTERDRt2lSn3rnjx4+jU6dOGDZsGH788UfExsbq7LUI0tGmflUGAg0z1EDDBPqVm5sLR0dHmJiY4Pz58wqT+r9ljIyMMHHiRNy/fx8nTpxAQkICmjdvDg8PD8TExEjkKiqrYZaWlqAoCtnZ2WAwGNi6dSvc3NzQq1cvvHkjOx9UHbSZgyiN1NRUREVFYe/evRg3bpxEXk9VRm2DR1YtCFG4+TlgZ6WAUc0YrJkHYT7ACznnt4Cdzf+ilXB4SMjIR7Vq1WBra4uIiAh1lyNGZmYmnjx5gv79+8scM65HY8x3ag5wygBa/vugKMBIXw+LXFsJT2dYWVkhLS1NeILoxIkTGDFihFbWrylHjhxBSkoKlixZAoB/NDMoKAjt2rWDt7c3+vXrh5SUFGzfvl3Y9E8Ryho8AgwNDTFu3DjcunULoaGhePv2LVq1aoXRo0fj5s2boGlapRwegYdHgIWFBa5evYrU1FSMHDkS5ubmOHv2LK5evSqzLLoyBo8u4t+ipKWlYfXq1di1axfWrVuHDRs2YODAgTh69KjOXpMgiTb1q7IY16MxOnCTwOBxpBdTFaG8hgn06+3bt+jVqxdsbW1x+PDhqnKsuErw448/Yv/+/cJcxbFjx6JLly7Yu3cvCgsLASifw0NRlNDLI/j3kiVL4Ovri969e+PJkydaWTObzUZSUhJatGihlfnKQ9M0Zs6cidmzZ8Pd3V2Y1zNu3Did5iVpC7UNnrwS6WEKUSimAcBgopbdL6D09GFo3Q6G1u1Q/ObLjjavhJ9s2r9/f1y9elXd5Yjx77//wsXFReHJl9Trx9D4VQg4yQ9Ac8pQfrNkyGSgGpOBga3r4h/PHmJHUVksFo4cOYK5c+fi6tWrcHBw0MraNeXdu3eYM2cODhw4gOTkZPz2229o1KgRLl++jO3bt+PZs2fw9vZWeRfXvXt3pKen4+3btyqvqVOnTti9ezfevHmDHj16YMqUKWjfvj0uXbqkdEinSZMmSE9PFztNUb16dZw9exb6+vpwdXVFbm4uGjRoAF9fXyQlJUnMoazBo8vd0a+//ooZM2YIBWnEiBG4fv06li1bBl9fX5nhP4J20bZ+VQYJCQm4vnsldo9qjYGt+Y12Dcud3pKlYSwWCy9evICdnR2mTJkis4kxQTxXcc2aNQgNDYW1tTV8fHzAZrNV8lKXz2309vbGxo0b4ejoiFu3bmm81qSkJK2d0JJGSEiIsN0TwM/riY6OBoPBgJ2dHZKTk3XyutpC7U94TUPFVq1+ncZKzMMPHWgzj0deOEvAy5cvsW3bNjDz3qFG3D8YwruDuQNb4qeODdG/ZR381LEhfAbY4NaCfgga11VYCA/gl42Pi4vDjRs3EBUVhfbt22tl3ZpC0zSmTp0KR0dH/P777+jVqxeMjY3x8OFDnDlzBv369VM7t0hPTw/Ozs64cOGC2uszNTXF7NmzkZCQgK1bt+Lp06cIDQ3FzJkzFRb5YzKZaNy4MV69eiV2vVq1ajh27BhsbGwwZswY/Pzzz1i5ciVcXV0ljBtlDB5duoNDQ0Px7NkzLFy4UOx6u3btcPfuXcTHx8PJyUluzgBBO2hbvyoamqbh5eWFJUuWwLFzcwSN64pbC/rBZ4CNUhqWmpqKxMRErF+/Hr6+vpXyHr42GAwGnJ2dERoaigcPHgg31M7OzggODla4WRH18Ijyyy+/4ODBgxg2bBguXryo0Rp1qV+CMhpBQUFizgQjIyMcOnQI48ePR48ePbSej6tN1DZ4RGtB0DwuaKJ5dwMAACAASURBVE4ZwOMCNA80pww0jwtDq7Zg1qyNz7dPgOZxUZIWj5LUpzD6gV/90ZDJQMv6fE9Dx44d8eHDB7x7906jN/T582dER0fDxUWy0JYAwXFtZ2dnJCQkgMlkYqPfckzr0xRbRnXEX+N/lFlXoaysDOPHj0d6ejr69OmjVldZXZCbm4tffvkF165dQ2JiIsaMGSNsWaBpLxkBqoa1ZEFRFPr37w9vb28MGzYMFhYWGDBgABwcHHDixAmZdSpkCYaenh527twJDoeDkJAQODs7Y/jw4fjpp59QWloqHFeZIa2CggLMmjULQUFBUushmZub4/z58+jevTvJ66kAtK1fFc2hQ4dQUFCAGTNmCK8JasMo0rDTp0/D09MTTCZT4caQIJ3GjRtj9erVYDAYmDBhAjZu3CgzV1FA+bC8KM7Ozvj3338xYcIEHD9+XO116TIkLyijYW9vL3GPoij89ttvOH78OMaOHYtNmzZVzbwemqbl/ZFJVn4JbbP4At1o4Tm6lt1oGvyKpsI/texG040WnqPrTw6gDRq0oCn9arS+hRVd+6c/6EYLz9GNFp6jbRZfoLPzS4Rz/u9//6MPHTok72UVcvToUXrQoEFyxxw5coRu06YNbWFhQZuamtJxcXFKzZ2Xl0c7OTnRQ4cOpa9evUr37NlTo7Vqg9jYWHry5Ml0zZo16WrVqtGHDx/W2Wvl5ubSNWrUoIuKirQy3+7du+nJkyfTNE3TpaWl9D///EPb29vT9evXp5cuXUqnpqaKjZ87dy69du1aqXMlJibS9evXpzdt2kRbWVnRT58+pd3c3OgxY8bQPB6PpmmajomJobt27SpzPUVFRbShoSFdVlamlfcniq+vL+3h4aHU2BMnTtCWlpY6/VkqQJEufE1/pKIL/aoosrOz6bp169L3799X+Vl/f3+6QYMGdGxsLN2kSRM6KSlJByv8PiguLqYNDAyE/3748CE9depU2tTUlB41ahQdGRkp1B6apum4uDi6devWcud8/Pgx3bBhQ9rf31+tNY0cOVInunH//n26Tp06dFZWlsKxycnJdOfOnenRo0fThYWFWl+LEsjUA7Ur/QlqQVx5ngnT3mNh2nus1HEGtRuhvscmiesUxe85Irr7EIS13N3d1V0WgoOD8fPPP8u8//HjR8yZMwfNmzdHXl4eZs2apVRIKjMzE4MGDULnzp0RGBiId+/eCU85VDRlZWU4c+YM/P39kZKSAi8vL3Tp0gV9+/bFuHHjdPa6ZmZm6NSpE8LDw+Hq6qrxfKInHAwMDDBy5EiMHDkSz549Q2BgINq3b4++ffsKE61tbGxw+/ZtqXOFhIRg+PDh8PX1haWlJfr3748TJ05gwYIFWLp0KVatWqXQw5OQkKCTE1oPHz7EkSNH8PTpU6XGjxgxAq1atcLw4cPx4MEDbNiwQetFOb93dKFfFcX8+fMxatQoldoi0DSNxYsX4+TJk4iKikKTJk2EJ02resPHqkr5E1odO3bE7t27sX79ehw6dEjoRfP29oa7uzuaNWuG169fyz3Z1a5dO9y8eRMDBgxATk4OlixZolIagrSQuaZwOBx4enpi/fr1SrUSEtTr8fT0hK2tLYKDg9GkSROtrkldNMpS07QWhLdDM7FrgsRlWk1XWHFxMS5fvowhQ4bIHLNw4UK0a9cOL1++ROPGjZWKXyclJcHOzg6DBw/Grl27wGQy0aBBA2RmZlZokml6ejqWL1+Oxo0bY/fu3fD19cWbN29Qr149fP78WesfdGloK6wFyD7h0KZNGwQEBCAlJQWOjo6YPXs2WrVqhSdPnsjM9QkODhYeR/fw8MCePXvg5uYGX19fHDt2DPv371do8Ogi/s3lcjFt2jSsXbsWtWvXVvq5tm3b4t69e3j+/DkGDBhA8np0gLb1qyK4efMmLl++jFWrVin9DJvNxuTJk3HlyhVER0cLf/kITmoR1EOWfpmamuLXX3/F8+fPsX37dly7dg2NGjXCvHnzYGZmhpSUFLnzNmnSBFFRUThz5gxmz56t9MEOwQktZU/eKktAQABq1qwJDw8PpZ8R5PVMnDgRPXv21NqBJE3RyODRRj0bUZo3bw6KopSq0iuNK1euoFOnTjJ/sdy6dQv//vsv7t+/j9LSUhw+fFhhhv39+/fRp08fzJs3D8uXLxda2/r6+hLFB3UBTdOIiorCL7/8gjZt2uDDhw+4cuUKrl+/jp9//hnp6elYuHAhDh48WCGVnQUGj7pGqSiKqpTWqFED06dPx5MnT7Bnzx6kpKTg3r178PT0xKNHj4TjMjIykJiYKHZSbsiQITh16hRmzJiB2bNnY+HChbh//z4KCwtl5gjpIv69c+dOYW0PVTEzM8P58+fRs2dPktejA7StX7qmrKwM06ZNw9atW1GzZk3FD4Df12/YsGHIzMxEeHi4mDaK1hIjqI4i/aIoCv369cPp06fx+PFjWFpaIicnB8OGDcOJEydQVia7aGW9evUQERGBhw8fwt3dXan+W0lJSWCxWDAyMlLr/UgjLS0Nq1atQlBQkMoHXiiKwuzZs3H8+HG4u7tXibwejc8hjuvRGItcW8FIX0/lWhCS9ymNTmvJO53FZrMxbdo0NGzYEEwmE9u3b1eYcBwWFgZXV1fs3LkT06ZNk7ivyx1SUVER9u7di06dOmHy5MmwtbVFcnIyAgMDhV4ImqYxZcoU+Pj4oG3btjpZR3lat24NiqIUnqpSBmWLdlEUhd69eyMkJATVq1eHpaUlhgwZImwGeOrUKbi4uEjUEOnTpw/CwsKwbt06uLu7Y+zYsahZsyZyc3MB8KvtBkW+wm//PMSkg/dw4WMdfLDogJyCUmnLUJn09HSsWLFCLbEQoKenhzVr1mDjxo0YOHAgjhw5opW1EfhoU790zaZNm/DDDz/IDdmLkpWVhX79+qFu3boICQmBiYmJ2H3i4dEMVQqnslgsrFixApMnT0bXrl0RGBiIRo0aYenSpTJ/BqampggLC0NeXh6GDx8utc6NqIb5/vsS1QfMRFDkK61p2K+//oqZM2dqVNenb9++iImJwbFjxzB27NhKrdejlcIL43o0xj+ePVSuBSENR0dHtQweDoeDs2fPyjR4tm7dCoqikJycDHt7e4W5LocPH4aHh4ewRYU0dLFDevXqFebMmQNra2ucPXsW69evx/Pnz/Hrr7+iVq1aYmP37NmDjx8/CmsiVAQURWktrKWKYAheu0WLFhg6dCjevHmDuXPn4sCBA5g7dy6Kioqkuoo7deqEyMhInD59Gg4ODsjPz8fFO/HwPHwfdn9ex5arLxDyKB3XEz7gk2lzXHlvANs/r2PakfuIS9Ws8vfs2bPh5eWFVq1aaTQPALi5uSE8PBzLly8X1v8gaAdt6peueP36NTZt2gR/f3+ljOc3b97Azs4OAwYMwL59+6R6f4mHRzNU1S8AaNmyJYyNjREREYGrV68iNzcX7du3x88//4xr165JeECMjY1x5swZmJubw8nJSdiNIC71k4SGPf+sh0+mzbH16gutaFhoaCiePn2qlVQJQV6Pnp4ebG1ttV5dWlkoBS4mlf1POQWlOBWbhoSMfOSVsFHTUB8t69eAW2eWUgl+6enpaNu2LbKyslT6MIWHh2PevHm4f/++xL2UlBR06tQJXC4XhoaGeP78ucyGZzRNY+PGjfD398fFixflhjgERf18fHyUXqc0eDwewsLC4O/vj7t372LSpEnw8vKSm+iVnJyMH3/8EZGRkTqtDCyNixcvYu3atbhx44ZG86xduxafP3/GunXrlH5m7NixcHJywvjx4wHwyxA0bNhQeJzTzs4O3t7ecHJyEiuk9u7dOwwcOBCZNZrDpJcHKKaB3A83RfHzNBa5tlTrF9z58+fx22+/4fHjx1p1MX/8+BFjxoxBSUkJTpw4oVJekApUbiM47aKShmmqX7qApmm4urrCwcEBCxYsUDj+4cOHGDx4MP744w+xY+vlefDgAaZOnUpCpWqSlpaG7t27q1RK5dKlS9i4caNYTkt+fj6OHDmCwMBAsNlsTJ8+HePHj4epqXjtN19fX4SHh8Nz/WH4R6ejhMOFvF/fmmhYQUEB2rRpg/3796Nfv34qPSsPmqaxY8cOrFmzBkeOHIGjo6PW5hZBpn5p3eDRBq1bt8ahQ4eE3bqVYdasWahXrx4WLVokdp2maQwZMgQvX77E+/fvcfLkSTg5OUmdQ/ChunbtGi5evAgWiyX3NTdu3Ij09HRs3rxZ6XWK8unTJ+zfvx+BgYGoXr06Zs2ahdGjRyv8Bcnj8TBgwAA4OTkpJYDapqSkBHXq1EFycrJGnXJXr16N4uJi+Pn5Kf3MypUrUVpaKnzm+PHjOHbsGM6ePYvCwkIcP34cAQEByMvLw/Tp0zFx4kRYWFgAAHZdj8eaCwmg9L/84qI5bORcDkRJ8iPwSgrANK0PM3sPGDXlf/b4+RqqhTAKCwvRpk0b7N27VydfaC6XiyVLluDo0aM4c+aM1NM62QWlOPUgDQnv85BXwkFNQyZa1quJEV2U+sX93Ro8VZETJ05g1apViI2NVZind+3aNYwePRqBgYFwc3OTOzYzM1O4uSSoTkpKCnr37q1S9fk3b97A3t5e6jOCfM3AwEBcunQJbm5u8Pb2RqdOnYT3xy4Pwq2iegCTH75XpF+Aeho2Z84cZGdn4+DBg0o/owoREREYPXo05syZgzlz5kj1WmqgYTL1q0qedRXk8Shr8NA0jZCQEFy+fFniXnBwMB4+fIiCggKMGzdOprFTWloKDw8PvH//Hjdv3hSzrmVhZWWFu3fvKrVGUZ48eYKAgAD8888/cHFxwcGDB9GzZ0+l8zx27dqFwsJCzJkzR+XX1gaGhoZwcHBAWFgYRo8erfY86riEbWxscPr0aeG/BcfRAcDExARTpkzB5MmTcefOHQQGBqJp06YYPnw4Bo72xNboPDFjB+AXnWPWsES9MeugV6s2il/dR9a/f6LBJH8wTeuimM2D34UEtGeZKp2kumLFCvTq1UtXuxdhXk/nzp3h7OyMzZs3C0s5xKV+QkBEEiJf8H+JifaLMmS+x5arL+DQoja87Zuhg1XFJt0SVOfz58/w8fHByZMnFRo7x48fx+zZs3Hy5EmpxeHKU7t2beTn56OkpERqMUyCfNTRL2tra2RlZaGwsFAip0qQq9i7d2+8f/8ee/fuxdChQ8FisfjtaHo64SHdBGByhc8o0i8AKmuYqmU01MHBwQF37tzBTz/9hNjYWOzdu1fYDkOXGlYlm6eomrh8//59mJiYSORK5OfnY+bMmfj8+TPMzc2xceNGqc9//vwZLi4u4HK5CAsLU8rYAVSLgbPZbJw6dQoODg5wdnZGgwYNEB8fj2PHjsHW1lZpY+f169dYsmQJDhw4UKm1WbSRx6NK81ABol3TS0pKEBYWJlGGgKIo9OjRA4cOHcLLly/RunVr/H4kHMWlknkvDANDmPYeC6ZpXVAUA8bNuoFZqy5K33/pxVXC4SIwQrI3lzQeP36MAwcOYNMmydot2kaQ17Ny5Ur89ttvOBj9Cr/sicGV55ko5fAkmmOW/HftcnwmftkTgyMxyTpfI0EzFi1ahEGDBsHW1lbuuC1btmD+/Pm4du2aUsYOwG+V0KBBA5K4rCbq6Jeenh6aNm0qtdefKPXq1cPixYvx5s0bLFiwAIcOHcJPi4NQXCZeBkUZ/QKU1zB1y2iog7W1NaKiosBkMoV5PUdiknWqYVXSw+Pg4AB3d3eldx5nzpyRmqy8ePFiUBQFmqZx+vRpqaGijIwMuLi4oFevXti2bZtKFrsypxzev3+PPXv2YNeuXfjhhx8wc+ZM/PTTT2odIefxeJg0aRIWLlyo9VoLqjJo0CAsWrRIrV2OAA6Ho7DBa3maN2+OpKQk8Hg8XL9+He3bt0edOnVkjq9duzYmec/GX39eV9gdGwC4hR/Bzn0Hg9pf2nHQNBCemIWcglK5rlQej4dp06bBz88PdevWVel9qUvbtm1x9+5duMzyQ8jpWGRf2yPVvc35lIl3QZNB6X/5PvnccAPWraqUJFyCYu7evYvTp0/LPRHJ4/GwYMECnD9/HtHR0Sq3kRFoWLNmFV9T6GtH0bF0WQha5HTo0EHhWCaTieHDh6OXowt6rrsGNld+hFaafgHKa5gmZTTUwcjICAcPHsSOHTtg5zEPhfl5KHyjnH7V7PE/+IFfMFRZDauSBo+pqSlat26N27dvo2/fvgrHBwcH49ChQ2LXYmNjceDAAXA4HCxYsACdO3eWeC4xMRHOzs6YOnUqfv/9d5WPDtevX19YfFDU0qdpGjExMfD398eFCxcwcuRIXLhwQeMmowEBASgrK9M4SVobsFgssFgsxMTEwM7OTq051DGWqlevDnNzc6SmpooVG5THqQfK7WBpLgfZoRtRvV1/6FtYid2jAJyKTcO0PrKr0u7evRt6enqYPHmyUq+nLd4WUPj0Q3/wCotkurcFWPn8A4rx5f+5quE6QsXA4XAwbdo0bNiwQWaeXFlZGSZNmoQ3b94gKipKrXw6clJLfdTd7Enrmq6IUw/SwKAoyEtJk6dfgGINE5TRuHHjhtplNNSBoijY/+SB7akNUXT7tEr6pWq4rkqGtADlw1rPnz9HYWGhWL4Pl8vFpEmTUFpaimbNmkkkMgNATEwM7O3tsXTpUvzxxx9q/YD19fVRu3ZtYfHB4uJi7N+/H127doW7uzu6du2K169fY9euXRobO0lJSVixYgUOHDigtkdF22ga1lLHJQzwd0jPnz9HaGioUgZPwvs8hd4dmuYh+9wmQI8J8wFeEvdLODwkZOTLfD4jIwNLlizBrl27xE6HVQQBEUko5fCUdm+Lokq4jlBx+Pv7w8LCAmPHSm95kZ+fj8GDB6OgoABXr15V+/AAqcWjPprol6oGjyINU6RfgGIN02YZDVUJiEgCV191/QJU07Aq6eEB+AbP4sWLsXr1arnjBLt80V8ygYGBSElJAYPBQHBwsISBcO7cOUycOBEHDx7UuCcUi8XC3bt3sWPHDuzbtw/dunXD6tWrMXDgQK394uPxeJg4cSIWLVoEGxsbrcypDQYNGoTp06djzZo1aj2viUs4LCwM9erVww8//ACALz4ZGRl4+/atxJ94S3ugruwQIE3TyLmwHdzCT6gzYjkoPelfi7wS2bVvfHx8MHXqVK23plBEdkEpIl9kST2eKs29/S5wIkBRMGzcCWZ9J0LPuJZSrm5CxZGWlgY/Pz9ER0dL3YhlZmbC1dUVXbt2RUBAgEa5fCwWC/Hx8Zos97tFE/0KCgpS6Zm8EtktjJTVL/480jXs/PnzePjwoUSkpCKQpWHK6pey4TqgCnt4bG1t8eTJE+Tl5ckdVz5/Jz09HX/88QeKioqwZcsW4S9EAfv27cPUqVNx7tw5jYwdmqZx5coVpKamYvz48eBwOLh9+zbOnz8PFxcXre7yt2/fDoBf9bIq0b17d6Snp6t0LFMUVVzC+fn5ePbsGS5evIicnBwcP34cAGBvb48mTZrA2NgYP/74I3x8fHD69GlkZmbCxsYGkyZNgu2PHeXOnRsWAHZOKuq4LQVDX/YXpqah9LyrS5cu4d69e1i8eLFS70WbyArXlXdvM4xrot74LWjovR/1J2wFXVaE7LP8JH6Bq5tQNRBUt5W2uXn58iVsbW0xbNgwBAUFaXxwgXh41EfTkJYqbRZqGsr+OSurX/x5JDWssLAQM2bMEObvVDTSNEwV/QKU17Aq6+ExMjJCjx49EBkZKbMZ6Nu3b5GcnIw+ffoIr3l5eaG0tBS2trbw9PQUXqdpGn5+fti3bx8iIyPV9pTk5eXh4MGDCAgIgIGBAVq3bg1HR0edNe588eIFVq9ejZiYmCoTyhKgp6cHZ2dnXLhwAV5e0t2o8hAIhjzvjOBPSUkJrK2thUmZOTk58Pb2Ru/evWFtbQ0WiyUzAfp95CvcSX8h1SXM+fwBBY8uAXr6SNvhLrxu7jwD1dt8yR8zZDLQsn4NieeLiorg7e2NwMBA4bHKikSaq1uae5thYIRq9ZsDAPRMzGA+YDrS/N3BKy1CCYzluroJFcfZs2fx9OlTHDt2TOLevXv3MHToUKxcuRJTp07VyuuRHB71UdfgsbCwAEVRyMrKknvgQpSW9WqiGvO9xHddWf0CZGuYoIzGgAEDVH4v2qC8hqmqX4xqxgrDdQKqrMEDfOmeLsvgCQkJwZAhQ4S7nAsXLuDKlSswMDDAyZMnhe5gLpeLWbNm4fbt24iOjkb9+vVVXkt8fDwCAgJw/PhxDBgwAHv27EGvXr2wefNmne2QuFwuJk6ciGXLllXZUxSDBg3C0aNH5Ro8+fn5Uo2Yq1ev4sSJE/D19YW5ubnQoLG2toaNjQ0cHR2F/xaIBMB3v4aHh2PJkiVK5V65dWFhy1XpMXNmrTpotPCcwjloAG6dJQtRrl69Gt27d4ezs7PCOXRBeVe30u5tSvjAf/OQVhWVTWFhIWbNmoV9+/ZJnE69dOkSPDw8hLVZtIWVlRUxeNSk/GEVZRG0yHnx4oXSBo8sDVNWvwDpGiYoo/HkyROl5tAFohqmrn7x51GsYVXe4Jk0aZLM+8HBwcITS0VFRfDw8ACbzcaxY8eENQSKi4sxduxY5OXlITIyUukuw8CX/lz+/v6Ij4+Hp6cnnjx5goYNGwrHCE4q6YKtW7dCX19fbnn4ysbR0RFTpkxBeHg4MjMzFXpnrK2t0ahRIzg6OiInJwe9evXCnDlzVDqefu/ePdA0jdLSUqXKFlhWrwZ7m9q48jxTbil2WVAU0LdFbYn48NOnT7Fnz55KFYvyrm6Be7vuL6vF3Nul6YlgVDMB07wBeCUFyL2yG9Ws24FhaPLfPKqXSSBol+XLl6N3794SpfwPHTqE+fPnIyQkRGE9HlWxtLREQUEBiouLKyWc8TWjSUkOwdH0Xr16KTVeFxrG4/Hg6elZoWU0pCGqYerqF38exRpWpQ2eLl264N27d3j//j3q1asndi8rKwuxsbFCN9zChQvx8eNHDBs2TJjT8/HjRwwdOhRWVlb4+++/JbppyyIrKwt79+7Fzp07YWVlhZkzZ+J///uf1Od1tUNKSEjAunXrcOfOnQo/9SNKfn4+UlNTkZKSItWYSU9PB8APJbZv316hd0aU8PBw1K9fX+VaPKGhoWjYsCGSkpKU7hI/w6EZbr7MRjGbq3hwOQyZevB2EPewCWrurFq1SuKzWZGIurrlubcpioGPkYfAK/oEhoExDBt3RO2h/KazslzdhIojLi4OBw8eFKtuS9M01q9fj507dyI8PFwnp2cYDAYaNmyItLQ0NG/eXOvzf8toYvCoczRd2xq2a9cuMJnMCi+jUR6BhhXmvFdLvwDlNaxKGzx6enqwt7fH9evXMWbMGLF7Z8+ehZOTE4yMjPD06VPs3LkTNWrUwOHDhwEAqampcHFxgZOTEzZu3KiU0XDv3j34+/sjNDQUP//8M0JCQqTW7xGFxWJpPaTF5XIxYcIErFixQiLpWtuv8/79e7x9+1amQVPeO2NtbS1mzLBYLGzbtg0pKSkICAhQ+fVVdQmnpKQgNTUVPXv2xIsXL5Q2eDpYmWKRa0usvvAcJWzFBQgF8PvQtJSo8fDXX38Jd0iViairW5F726S19Aq8ssJ1hIqBx+PBy8sLfn5+whAHj8eDj48PwsPDER0dLeZV1jYCDSMGj2qoeywd4Ht4jh49qtIzAg1b/u8TcFQ4byRNwzIyMrB06VKEh4dX6oYa+KJh6uoXoLyGVWmDB+CHTK5evSph8AQHB2P06NHg8XgYPnw4eDwezp49CxMTEzx79gwuLi6YPXu2wn5TJSUlOHnyJPz9/fHhwwd4e3tj8+bNwoaTiqhfvz4+fPigdjxXGps2bYKxsbFaicCiFBQUCA0XaQZNenq6RO5M8+bNlfLOiDJ48GC4urrC399fpXpG6hzrFORtWVhYqLxDGtejMS5cvIhodl0w9Kup3S09MzMTixYtwtWrVytdLHQVriNUHOULVgr6+mVmZuLGjRtKt7pRF5LHox7qHksHvoS0VKWraQkKow6jpv0ElPFotbulC8poKLth1CUVqWFV3uDp378/NmzfiaDIJCS8z0deCQdGesCdvBrY3tcJW7duxevXrzFp0iT07t0bUVFR+N///ofNmzfLLNoF8D1AQUFB2Lt3Lzp27IjFixfD1dVV5Q+woPhgRkYGrKwkq1uqSnx8PNavX4/79+/L/WUq6p2RZdAo451RNZwkjVatWoGiKDx79kylL5A6LuGQkBD4+voiMzMT0dHRKj376NEjXN25DO0dBqNapyFIKjIEBX5BLgGGTAZo8L9A3g7NpFbv9PX1xcSJEzUuJqkttO3qJmgXeV2fOYWfsHTpUly/fh0MBgOfP3/G8OHDYWlpiUuXLlVIU09deKm/BzQJaTVv3hyvX79WaQ4Oh4Px48dj6YQJsBtii8CIJIQnZqmsYYIyGvv27VNr7bqgojSsShs8camfEHC/EBjmh81XXqBMpI+ISY+RGBhwF5+f56J2i67YuXMngoODMW3aNBw9elTqETuaphEREQF/f3+Eh4fD3d0dN27cQIsWLTRap2CHpKnBw+FwMGHCBPj5+cHS0hLx8fEyDRpteWe0AUVRwqrLqho8qnjFsrOzERsbC0dHR9y7dw/79+9X+tnS0lKMHz8eGzduxJ07d9CyehrGzPLEqdg0JGTkI6+EjZqG+mhZvwbcOrNk7hauXLmCW7du6bSTsKoIXN1+F56jWAvhOoJ2UKbrs0leMoZN+hVt27ZFeno6XFxc0KdPH2zdurXCylBYWVlVqc/z14ImIS0jIyPUrVsXycnJaNpUdrsaUTZs2IBatWrBy8sLFEUhaFxX5BSUqqRhlV1GQxYVpWFV1uA5EpMMvwsJKOFwQTH1xYwdAKAZ/GuGzbrDPS8VuAAAG85JREFUsJUtZmz9G+e2LMClS5ck8m7y8/Nx+PBhBAQEgKIozJgxAwcOHECNGtpJ1FR1h1TeOyN6TDstLQ0LFy6Ej49PhXhntMWgQYOwdu1aLFiwQOlnVHUJnzt3DgMGDICRkZFY13RlWLlyJZo0aQJ3d3ckJSUhJycHFtWrye2NVZ7i4mJMnz4dAQEBMDExUfxABSJwWQu+M+q6ugnaQVS/pP0sBDvyUkMWbho0xsaQO/D/bRS8vLywYMGCCu1lxGKxcOnSpQp7vW8FTUJawJfEZWUMnsePH2PLli148OCB2GdDVQ1btWoVunXrVmllNORRERpWJQ0evlgoZ+lRDAZKuTQuf6iOebtCxYydxMREBAQE4MiRI+jXrx8CAgJgb2+vdTEpHwMXzZ2R5qGR5p0xMTFBeno6/v77b3Tv3r3CvDPaom/fvhg1ahRyc3OV7uujqks4JCQEbm5uAIA6deqAzWbzDRcF+VZ37tzBX3/9hbi4OFAUBQsLCyQlqd4/as2aNejUqZPG7Uh0xbgejdGeZaq2q5ugHVTRLzAYKGHzsCPqHQbPXoeFPr/ofoHlIDk86qFJSAv40lPLxcVF7riysjJ4eHhgw4YNGkURnj59ir179+Lx48dqz6FrdK1hVc7giUv9BL8LCWJikffgLAqfXENZVjJMWtnDcrCUbuFMA+y+lw2HDrlIfRQFf39/xMXFYerUqYiLi9NKfg0g3Ttz7949hIaG4vDhw2rlzrDZbPTs2RObNm3CoEGDtLLOisbQ0BAODg4ICwvD6NGjlXpGFZdwYWEhwsPDhWEsiqKEgtGzZ0+ZzwnqM+3YsUNYa8LCwgJ37txR6nUFxMfHIygoCHFxcSo9V9G0Z5mq5eomaAdp+gUo1jBKvxqufzTG47RPFW6IkvYS6qFJSAvgGzwJCQkKx61atQrW1tbw8PBQ+7VEy2ioU3i3ItGlhlU5gycgIgklHPHEJWZ1C9SyHYXiN7Gg2WUyny1mc/DTH4Gol3QOM2fOxIgRI1QO+0jzzoh6aKR5Z5o1awYejwd/f3+1cmf+/PNPWFpaVno9BE0R5PEoa/Co4hK+fPkyunXrBjMzM+E1gUtYnsGzaNEidO7cGSNGjBBes7CwQE5OjlKvC3w5Nrx8+XI0aNBA6ecqE1Vd3QTtIE2/AOU0TND1OWhcV10vUwxB8cGioqIqlddR1dFGSCs0NFTumLt372LPnj149OiRRh7/vXv3VokyGqqgCw2rUgaPrK6pxi341UVL3yeBy86WMwMF/UadcD5onlQLUFbujKhRI807079/f7m5M7dv34aPj4/Cmj3SePz4MbZt24bY2NivKoQljUGDBmHRokVKu3pVcQkHBwdj+PDhYtcEHh5ZREZG4sSJExIuXFUNngMHDqCkpETjMgGEbxt5neuV0TBVuj5rE4qiwGKx8O7dO1KLRwW0EdKSl4dYXFyM8ePHY/v27RoVN83MzMTixYurRBmNyqZKGTyyOj+rAkVR8Dt+DS3pNAljRpZ3RtSgUSd3Rt0GfGw2G+PHj8f69eu1FnKrTFgslrDVhp2dncLxygoGm83G+fPnsWbNGrHrLVq0wMmTJ6U+k5+fj4kTJ2LXrl0SOT6qGDxZWVn4/fffERYWVuWatxKqFlrRL/C7Ple0d06gYcTgUR5NDR5ra2tkZ2ejsLBQ6iGIxYsXo0OHDhg5cqQmy4Svry8mTJhQZcpoVCZVyuCR1vlZVcq4NK7ce448XoJS3hltUL9+fWRlZYHNZkNfX/meRGvWrEGDBg0wYcIEra+pshCEtZQ1eJSJgd+4cQNNmzYFiyVeSVOeh2fevHno27cvBg8eLHFPFYNn7ty5GDduHDp27KjUeML3izb0S9muz9qG5PGojqY5PHp6emjatClevnwpoS83b97E33//rXGCcVUso1GZVCmDp3znZ3XpZmePvePnamUuZWAymahTpw4yMjJgbW2t1DOPHj1CQEAAHj58+NWHskQZPHgwvLy8JLwx0lA2Bh4SEiLsjyZK8+bNkZSUBB6PJ+aqDQsLw8WLF2WKRa1atVBcXIyysjK5/dWuX7+OiIgIPHv2TOEaCQRt6VdldK5X10v9PaNpDg/wJQ9R1OApKCjAhAkTEBQUpHTFf2lU5TIalUWVCuiV7/ys/jwV3/lZlR1SWVmZsAieLnvkVAbdunVDeno63r59q3CsMi5hmqYREhIikb8DANWrV4e5ubmYUH/8+BFTpkzBX3/9hVq1akmdk6IomJmZITc3V+brCnJ2/P39Ub16dYXvhUD4XvSLwEfTkBYg3Us9f/589OnTB0OGDNFobj8/vypdRqMyqFIGD79rquSSaB4XNKcM4HEBmgeaUwaaJ70EdWV1flZlh7R69Wo0atQI7u7uigd/Zejp6cHZ2RkXLlxQOFYZl/CDBw9gYmIis1N0+cS/2bNnY9iwYXB0dJQ7r6Kw1rp169C2bVuNRYfw/SBLvwDlNexr0C8CH01DWoCkfl2+fBnnz5/H1q1bNZo3Pj4eu3btwrZt2zSa51ujShk8bl2kdzv9HP033m78GXkxp1D4LBxvN/6Mz9F/Sx1bWZ2fld0hPXjwAEFBQdi1a9c3FcoSRZDHowhlXMKyvDsCBC5hwdjbt2/jzz//VPjaFhYWMj08iYmJ8Pf3x/bt2xXOQyAIkKVfgPIaVtX1i/AFbYa0AODTp08KvdPKICijsWzZsq+mjEZFUaVyeGR1TTXtPRamvWU3AhVQmZ2fWSyWwjCOoJ/Tli1bqnzxJ00YOHAgPD09UVxcDCMjI5njlHEJBwcH46+//pJ5X+ASzsrKwvTp03Hq1Cml4tWyPDw0TcPLywtLliyRSJImEOQhr+uzMhpW2fpFPDyqoa2QVmJiImiaxm+//YYhQ4Yo9E4rQlBGY/r06RrN8y1SpTw8AL9rqiFTvQ9RZXZ+VmaHtHLlSjRv3hxjxoypoFVVDmZmZujUqRPCw8PljlPkEn7x4gU+fvyIbt26yRwj6Kk1ffp0jBs3TqnTYYBsg+fQoUPIz8/HzJkzlZqHQBDla9UvS0tLFBUVoaioqFJe/2tEGyEtS0tL6Onp4fDhw4iKilLKOy2PDx8+YOHChdi9ezcpoyGFKmfwCLqmGumrtrTK7vysaId079497N27Fzt37vxmQ1miKBPWUuQSDgkJwbBhw+QWy7KxscHDhw8RHx+PVatWKb0+aQZPdnY25s+fj127dhGxIKjF16pfFEWhYcOGJKylAtoIaQHADz/8AF9fX+zfv1/jAxJz586Fu7s7KaMhgypn8AD8BmKLXFvBSF8PimwDigKM9PWwyLVVpXZ+lufhKSkpwfjx47Ft2zaNKmZ+TQwePBjnz58HLaflrSKXsKzj6KIYGBggKysLu3fvhqGhodLrk2bwzJ8/H6NHj0aXLl2UnodAKM/XqF8AyeNRFW2EtAD+RqtLly7o3bu3RvNcv34dkZGRWLFihcZr+lapUjk8onxNnZ+zC0oR+rIY7K5jMHH/HdQyNkDLejUxogu/ydny5cvRunVrjBo1qtLWWNG0atUKFEXh2bNnaNu2rdQx8gQjIyMDCQkJcHBwkPkaNE1j+vTpsLS0hKmpaj//8h3TIyMjceXKFcTHx6s0D4Egja9JvwC+htEtHbH1zkccSb2HmoZMMQ0jSMLlcuXW8VKGf/75B4WFhTI1UlkEZTR27NhBymjIocoaPEDV7/wcl/oJARFJiHyRBQAwbu2A8Bf8PjmGzPfYcvUF2tfWQ9S5CMRdD/0uQlkCKIoShrXkGTyyYuChoaFwcXGRKyj79+9HRkYGevTogcTERJVEQ9TDU1paCi8vL2zfvh01alT8kWDCt0lV1y9AXMM4pu3AzdMD8j4A+KJhDi1qw9u+GTpYVa5RVtXQNIcnIyMDv/76K3x9fRETE6PRWgRlNIYOHarRPN86VdrgEVAVOz8fiUmG34UElHC4UpsFCnZz995xUH3oYlx+XYRxdSp4kZXM4MGDsWbNGixYsEDqfXkx8JCQEEyaNEnm3CkpKViwYAGuX7+Ow4cPy20iWp7sglLEfK6BRPOemHTwHlJePodpTzf0dnRReg4CQVmqon4B0jRM/Lso0LDL8Zm48SIbi1xbVnrYrSqhSQ4PTdPw9PTEtGnTMGjQIBw6dEjpZ7MLSnHqQRoS3uchr4QDuqwIl268wuVdm9Vay/fEV2HwVDX4QvEcxWwl+uYwGGDTgN+F5wDwXQmGg4MDRo0ahdzcXJibm0vclxXS+vz5M6Kjo3HixAmp8/J4PEyaNAlz5sxBu3btYGNjg+joaIXrEd3N0jQPZXXa4HrCBwAWMGhgCbv14WQ3S/guUEXDaBooZnO/Sw2ThyY5PAcOHEBaWhpOnz4NLpeL169fg8PhyPUYlY8oiPZtM+4+Em6HnsOhRTbRLzkQg0dF4lI/we9CAoqKS5FzORAlyY/AKykA07Q+zOw9YNS0q9j4T1HH8DnqGOr8shp+Fyi0Z5lWery+ojA0NIS9vT3CwsIwevRoifuyXMIXL15Enz59ZIaXAgMDUVRUhLlz+f3SWrRogX379sldiyKPXBmXBkCT3Szhmycu9RNWhT7Gu/P+KukXGneE34WE70rD5KFuSOvt27eYP38+rl27JgzZ16tXDykpKWjaVLonUJF+ccEAl8Mj+qUAYvCoSEBEEv9Dx+OCWcMS9casg16t2ih+dR9Z//6JBpP8wTStCwBgf8xAUWI09KrzvRslHC4CI5IQNK6rvJf4phDk8UgzeGS5hIODg2VWV3758iWWL1+OW7duCcVGXtd0gC8Wc1esx8dHV1CWlQyTVvawHOzDX8OnTLwLmgxK/8sJr5o9/gc/8IvEEdEgfGsERCShpIytsn4B36eGyUKdkBaPx8PkyZPh6+uL9u3bC68LNEyawUP0S3sQg0cFsgtK/wuHAAwDQ7HKqcbNuoFZqy5K3ycJBSP3ShDMHCYgJ2wnAL5rODwxCzkFpZWerFhRDBo0CIsWLZLq/pV2rbS0FGFhYdixY4fEXFwuFxMmTMDSpUthY2MjvF6nTh1wOBzk5ORIdBcWeOR4RmaoZTsKxW9iQbPLJOa28vkHFOPLWorZPLKbJXxzCDSM0lddv4DvU8NkoU5IKygoCPn5+Zg3b57YdUEBVRcX8TxCol/apUrW4amqnHogu0YFt/Aj2LnvYFDbGgBQmBAFisGEUdMfxcZRAE7Ffj+1LlgsFlgsltRTCNJcwteuXUO7du1Qp45khvfmzZthYGAgUQWZoiiZXh6BR864hS2MbXqCYVRT6bULdrMEwreCLA1TVr+A70/DZKFqSCspKQnLli3DwYMHJZ4j+lUxEA+PCiS8zxNLFBNAcznIDt2I6u36Q9/CCryyYnyKPIg6oyQr/5ZweAi+fgelj85DX18fTCZTZ3/Lq1BckQjCWuXbPkhzCcsqNvjs2TOsX78e9+7dk/q+BD1pevbsKbwm6pFTxLvAiQBFwbBxJ5j1nQg941pkN0v45pCmYaroF/CfhoXfBefJJY01St49PT29Kl3KQ5WQlsA7vWjRIrRo0ULivo2NDUJCQsSuEf3SPsTgUYG8Eo7ENZrmIfvcJkCPCfMBXgCATzePwqRNP+ibSq+q/KmoDC9zXoLD4YDNZuvsbwaDoVBUKuJvLpeLo0ePonXr1mJixuPxhIl7AgPt1KlTOHz4MJ49eyYcCwCjR4/G77//DlNTUxQWFgrnFhg/ol2HBcjzyAlgGNdEvfFbYFD3B/CK85B7eSeyz25E3f/EXrCbrYrHigkEVSmvYeroFwB8LCjBs8xnOtEuwX/zeLxK0Sxlx6akpCA+Ph7Xrl1TOH7v3r3g8Xhwd3dHfn6+hFFH9KtiIAaPCtQ0FP/fRdM0ci5sB7fwE+qMWA5Kj3+/JCUO3Pwc5D/k95LiFeUhO2QdavZwQ60ebujZpSO2jJqg07XSNA0ej6dQVLT9d1FRkcT1srIyZGVl4dSpU6hWrRrYbDbYbDYAYOPGjcJxubm5KCkpwR9//CE2h+D6mjVrsGLFCuF1NpsNiqKgr68PiqLA4/Gwe/fuL2LSaxLQWHbjUQBgGBihWv3mAAA9EzOYD5iONH938EqLwKhmjBIODwkZ+Tr9WREIFYWohqmrXwBg27UTtoyaqNO18ng8nWqVtL9LS0tRWFiolF6+ePECOTk5ePDggdw5i4qK8OHDB5iamqJZs2Zi90WNuuLiYlhYWHwxlHpNBpoQ/dImxOBRgZb1aqIa873QJZwbFgB2Tirq/rIaDP0vLsO6o/0ALlf474yDPjDrPwVGP3SBIZOBlvV1X82Xoijo6elVmSaYZWVlsLOzg5cXfxdZWlqKGjVq4MqVK8Ix8+bNg7GxsVgvmNjYWDg7OyM+Ph4NGzaUmJfL5YLD4eDBgweYMmUKIiMjhWIy//wbxLwtUG2hAg+6iB85r4St2hwEQhVFVMPU0S8AFaZhDAYDBgYGGrdv0BUjR47E//73P7ktg9hsNmxtbbFixQp4enpK3Bc16rp27YrAwEC0bNkSHA4H886+wm2iX1qFGDwq4NaFhS1X+W5HzucPKHh0CdDTR9oOd+EYc+cZqN6mr/iDFAMMw+pgGBiBBuDWmVWBq64aDBo0CEePHhUaPOVPONA0jeDgYJw6dUp4rbS0FB4eHtiyZYtUYweA0Kjr0KEDkpOTYWFhIQxz1TPPAf4TDJrHBQR/aB5oThnA0EPZ+yQwqpmAad4AvJIC5F7ZjWrW7cAwNBG+Rk1Dfa3//yAQKgOBhqmrXwC+Ww0rjzKntNatWwcLCwtMnTpV6n1Ro65Vq1b48OGDsH9gXfMsol9ahhg8KmBZvRrsbWrjyvNMMGvVQaOF55R6juXNL4pHUfxmgd9jAtnAgQPh6emJ4uJiGBkZSYjFs2f8fIAOHToIry1btgw2NjYYM2aMwvlNTExgYWGBt2/fonHjxgDEd7Ofo//G5+jjwvGFz8JRy2409C1Y+Bh5CLyiT2AYGMOwcUfUHjpfOK6idrMEQkXwRcN4KusX8H1rWHkUGTwPHz7Ejh07EBsbq1TyteBougCiX9qHGDwqMsOhGW6+zEYxm6t4cDkMmXrwdmimg1VVfczMzNCpUyeEh4fD1dVV4kinoNigQBhu3bqFAwcO4PHjx0qJRXZBKWr3GYMFIfEwMctCTUMmrMyNQf/n2jXtPVas7ogoJq3tZc5LdrOEbw2iYdpB3rF0gXd606ZNYLEU60d2QSk+WHRAXEo23hy8R/RLRxCDR0U6WJlikWtL5Xtp/YeRPgOLXFt+10WgBMfTXV1dJY50hoSEYPNmfvO7wsJCTJgwAYGBgVLr8Ygi2l+GbWWLO5k0kCno9swAh0fz49lqHG8lu1nCtwjRMO0g71j68uXL0axZM4wbN07uHKL6xeNVB9uk+n/9/UT0S02IfklCDB41EJTrltfbRABF8XdFpLcJv3u6i4sL/P39xdzBKSkpePv2rbBOz++//45u3brh559/ljufRH8ZSvzjLOj2TONLLp8qkN0s4VuFaJjmyAppxcTEYP/+/YiLi5PrnVbUH0ugX+pu2Ih+SUIMHjUZ16Mx2rNMERiRhPDELFAQ+YCCb53T4FvY3g7NyK4IQKtWrUAZ1cSKE7eQUUShmtNv+O2fh8h59RgDh/4PTCYT169fx5kzZ/DkyRO5c6nS7Vmd4mVkN0v41iEaph7ZBaU49SAN6Y0GIOApDxc/PUTLejUxogsLRgwuxo8fD39/f9StW1fmHKrolzrGDtEv6VC0/DKO6vvTviNyCkpxKjYNCRn5yCtho6ahPlrWrwG3ziziTvwPgev26rN0UBQFrkhXE4rLhh6TiT7NLXF9x3zs9PtdoqdM+bl+2RODzJgQFD65JtFQDwDy48KQd/sUuIUfUY3VGhaus8GsYSFzTuFayG4WUM8hVlUhGqYERMMUIxp+AiBWsVpgHJqXZKB29kOE7pfsBSg6D9EvnSJTv4jBQ9A5ily3QmgeGOBh5fAOcr+snofv48rzTBQm3AIoSthQTyAYJW+fICtkHeqOXgN98wbIvbob7OxU1Bu7DgDAoAADPQbZzcqGGDwEggjKahjN48HIgInFg1rJ1DCiXzpHpn6RkBZBp6jmumWABwb8LjwHAKmCIdpfxriFLQCg9H0SuOxs4ZjipLswbtkLBrUbAQBq2f6CdwHjwf6YAX2z+mAyGJjW5we8zS0mu1kCgSAXlcLnDL4hIkvDiH5VLsTgIeiMuNRP8LuQICEU3OJ85FzYhpLkh2AY1YSZ/XiYtHEQ3i9m8+B3IQHtWaYSOxVl+svQNA3xbRj/v9lZKdA3qw8GBRhXY2LLqI5qvzcCgfDto20NI/pVuVSNdtqEb5KAiCSUcCRrfeRe3glKTx+sWUdgOWQuci4HoiwrRWxMCYeLwIgkiWdldawXxahpVxQlRKHswxvw2KX4HP03AAo0p/S/uUl/GQKBoBhtaxjRr8qFGDwEnSDquhWFV1aCosRbMO0zDgwDIxhatYFxs+4ofBYuNo6mgfDELOQUlIpdl9axvjxGjTvCtNcYZAWvwbudk8CsVQdUNSPoiST9kf4yBAJBHrrQMKJflQsxeAg6QZbrlpP7DhSDAX3zL72x9Os0Abvc7gjgZ56dihWfp3zHelnU6DIYDaftgdWvR2Hcwg7gcaFfu7HIPKS/DIFAkI0uNIzoV+VCDB6CTpDluuWxi0FVMxa7xqhmDF5ZscRYaa5bfn8Z/seW5nH5TfREGuoJrpVlJYOmaXA+f0DOxR2o0XUo9AyrAyD9ZQgEgmJ0oWFEvyoXkrRM0AmyXLcMfSPQpeLCQJcWCTsxS84j7roV7Vgvq6FezR+HITt0IzifMkAZGKF6O0eY9v5S4p30lyEQCIrQhYYR/apciMFD0AmyXLdM84ageVywc98JXcJlH95A/78jmJLziLtuRTvWy2uo12Cyv9TrpL8MgUBQBl1oGNGvyoWEtAg6QdR1KwrDwBDGLXri082j4JWVoCQtHkVJd2DSpq/EWFmu2xkOzWDIlN60TxGkvwyBQFAGXWkY0a/Kgxg8BJ3g1kW2y9XcyRs0pwxpO8YiO3QDLJy8hUW2RJHluhV0ezbSV+3jS/rLEAgEZdGVhhH9qjxISIugE0Rdt+WPdeoZ1UCd/y2W+7wi1y3p9kwgEHSJLjWM6FflQHppEXSGoEleMVuycJcijPT18I9nD4W7mcdpn0i3Z+1DemkRCNC9hhH90gmkeSihclCpl9Z/8F23spvvSYN0e9YqxOAhEP6jIjSM6JdWIQYPofJQttMwcd1WGYjBQyCIQDTsq4IYPITKhbhuvyqIwUMglINo2FcDMXgIVQPiuv0qIAYPgSADomFVHmLwEAgEpSEGD4FA+FqRqV+kDg+BQCAQCIRvHmLwEAgEAoFA+OZRVHjwW3JtEwiE7w+iYQQCAQDx8BAIBAKBQPgOIAYPgUAgEAiEbx5i8BAIBAKBQPjmIQYPgUAgEAiEbx5i8BAIBAKBQPjmIQYPgUAgEAiEb57/A87wESdmDXPmAAAAAElFTkSuQmCC\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create undirected copies of G\n",
    "G_either = G.to_undirected() # 默认情况下， 只要存在一个方向，就连接\n",
    "G_both = G.to_undirected(reciprocal=True) # 两个方向都存在的时候，才会创建\n",
    "# Set up a figure\n",
    "plt.figure(figsize=(10,5))\n",
    "# Draw G_either on left\n",
    "plt.subplot(1, 2, 1)\n",
    "nx.draw_networkx(G_either, student_pos)\n",
    "# Draw G_both on right\n",
    "plt.subplot(1, 2, 2)\n",
    "nx.draw_networkx(G_both, student_pos)\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# MultiGraph and MultiDiGraph: Parallel edges\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "outputs": [
    {
     "data": {
      "text/plain": "[0, 1, 0, 0, 0, 1, 0]"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 51
    }
   ],
   "source": [
    "# The seven bridges of Königsberg\n",
    "G = nx.MultiGraph()\n",
    "G.add_edges_from([\n",
    "    (\"North Bank\", \"Kneiphof\", {\"bridge\": \"Krämerbrücke\"}),\n",
    "    (\"North Bank\", \"Kneiphof\", {\"bridge\": \"Schmiedebrücke\"}),\n",
    "    (\"North Bank\", \"Lomse\",    {\"bridge\": \"Holzbrücke\"}),\n",
    "    (\"Lomse\",      \"Kneiphof\", {\"bridge\": \"Dombrücke\"}),\n",
    "    (\"South Bank\", \"Kneiphof\", {\"bridge\": \"Grüne Brücke\"}),\n",
    "    (\"South Bank\", \"Kneiphof\", {\"bridge\": \"Köttelbrücke\"}),\n",
    "    (\"South Bank\", \"Lomse\",    {\"bridge\": \"Hohe Brücke\"})\n",
    "])\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "outputs": [
    {
     "data": {
      "text/plain": "('North Bank', 'Kneiphof', 0)"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 52
    }
   ],
   "source": [
    "list(G.edges)[0]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "outputs": [
    {
     "data": {
      "text/plain": "{'bridge': 'Krämerbrücke'}"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 41
    }
   ],
   "source": [
    "G.edges['North Bank', 'Kneiphof', 0]\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "source": [],
    "metadata": {
     "collapsed": false
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}